Grid Report for Bot Platforms Winter 2023 - Bot Platforms Software Contenders Leaders

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Grid Report for Bot Platforms Winter 2023 - Bot Platforms Software Contenders Leaders
Grid® Report for Bot Platforms
Winter 2023

Bot Platforms Software
  Contenders                                                                                                              Leaders

                                                                                                                         Kore.AI

                                                                                                                                           Market Presence

  Niche                                                                                                         High Performers

                                                          Satisfaction
G2 Grid® Scoring

                                                     (Bot Platforms Software continues on next page)

© 2022 G2, Inc. All rights reserved. No part of this publication may be reproduced or distributed in any form without G2’s prior written
permission. While the information in this report has been obtained from sources believed to be reliable, G2 disclaims all warranties as to the
accuracy, completeness, or adequacy of such information and shall have no liability for errors, omissions, or inadequacies in such information.
                                                                                                                                                             1
Grid Report for Bot Platforms Winter 2023 - Bot Platforms Software Contenders Leaders
Grid® Report for Bot Platforms | Winter 2023

Bot Platforms Software (continued)
Bot Platforms Software Definition
Bot platforms are tools used to build and deploy interactive chatbots. Companies utilize the tools to create intelligent, conversational bots to
interact with customers and help provide information to users. These platforms provide development tools such as frameworks and API toolsets
for customizable bot creation. These bots tend to be scalable to serve on multiple communication platforms and across multiple devices
simultaneously. Some offer advertising and payment features as well. These tools also provide maintenance features to combat issues that arise
after publishing.

Many bot platfoms are built on top of artificial intelligence and machine learning products for advanced performance and analytics. They also
utilize natural language processing (NLP) tools to interperet text and interact with AI platforms.

To qualify for inclusion in the Bot Platforms category, a product must:

    Provide bot deployment capabilities

    Provide bot development frameworks

    Allow users to define behaviors and program responses

    Provide users with tools for performing maintenance and updates to published bots.

Bot Platforms Grid® Scoring Description
Products shown on the Grid® for Bot Platforms have received a minimum of 10 reviews/ratings in data gathered by November 22, 2022. Products
are ranked by customer satisfaction (based on user reviews) and market presence (based on market share, seller size, and social impact) and
placed into four categories on the Grid®:

    Products in the Leader quadrant are rated highly by G2 users and have substantial Market Presence scores. Leaders include: Kore.AI, IBM
    Watson Assistant, Qualified, Haptik, Manychat, Drift, yellow.ai, Verloop.io, Signals, Laiye, Chatfuel, Google Cloud Dialogflow, and Spectrm

    High Performing products have high customer Satisfaction scores and low Market Presence compared to the rest of the category. High
    Performers include: TARS, IDETA, MindBehind, SnatchBot, Rulai, Gallabox, Enterprise Chatbot Platform, e-bot7, Kommunicate, Rep AI,
    UChat, CBOT, and Joonbot Chatbot Builder

    Contender products have relatively low customer Satisfaction scores and high Market Presence compared to the rest of the category.
    While they may have positive reviews, they do not have enough reviews to validate those ratings. Contenders include: Azure QnA Maker API,
    ServiceNow Now Platform, Amazon Lex, Gupshup, Pega Platform, SAP Conversational AI, Teneo Platform, and Azure Bot Service

    Niche products have relatively low Satisfaction scores and low Market Presence compared to the rest of the category. While they may have
    positive reviews, they do not have enough reviews to validate those ratings. Niche products include: ChatBot, Engagely.ai, Collect.chat,
    Manybot, BotStar, and Odus

© 2022 G2, Inc. All rights reserved.                                                                                                              2
Grid Report for Bot Platforms Winter 2023 - Bot Platforms Software Contenders Leaders
Grid® Report for Bot Platforms | Winter 2023

Grid® Scores for Bot Platforms Software
The table below shows the Satisfaction and Market Presence scores that determine product placement on the Grid®. To learn more about each of
the products, please see the profile section.

Leaders
                                                 # of Reviews                         Satisfaction                       Market Presence   G2 Score

  Kore.AI                                              66                                  92                                  84            88

  IBM Watson Assistant                                 206                                 80                                  96            88

  Qualified                                            219                                  96                                 75            86

  Haptik                                               79                                  82                                  77            80

  Manychat                                             77                                  80                                  78             79

  Drift                                                254                                 82                                  76             79

  yellow.ai                                            73                                   70                                 82             76

  Verloop.io                                           87                                  90                                  61             76

  Signals                                              72                                   95                                 50             73

  Laiye                                                44                                   69                                 52            60

  Chatfuel                                             37                                   58                                 57             57

  Google Cloud Dialogflow                              48                                  52                                  61            56

  Spectrm                                              35                                   61                                 51            56

                                                       (Grid® Scores for Bot Platforms Software continues on next page)

* Products are ordered by G2 Score. Satisfaction score is used as a tiebreaker if two products have the same G2 Score.

© 2022 G2, Inc. All rights reserved.                                                                                                                  3
Grid® Report for Bot Platforms | Winter 2023

Grid® Scores for Bot Platforms Software (continued)
The table below shows the Satisfaction and Market Presence scores that determine product placement on the Grid®. To learn more about each of
the products, please see the profile section.

High Performers
                                                 # of Reviews                         Satisfaction                       Market Presence   G2 Score

  TARS                                                 72                                   79                                 48            63

  IDETA                                                29                                   74                                 39             57

  MindBehind                                           22                                   66                                 43            54

  SnatchBot                                            32                                   69                                 38            54

  Rulai                                                43                                   73                                 33            53

  Gallabox                                              17                                  74                                 30            52

  Enterprise Chatbot Platform                           11                                  67                                 28            48

  e-bot7                                               33                                   56                                 38            47

  Kommunicate                                           10                                  61                                 32            46

  Rep AI                                                17                                  68                                 25            46

  UChat                                                 15                                  66                                 17             41

  CBOT                                                  10                                 50                                  29            40

  Joonbot Chatbot Builder                               11                                  59                                 5             32

                                                       (Grid® Scores for Bot Platforms Software continues on next page)

* Products are ordered by G2 Score. Satisfaction score is used as a tiebreaker if two products have the same G2 Score.

© 2022 G2, Inc. All rights reserved.                                                                                                                  4
Grid® Report for Bot Platforms | Winter 2023

Grid® Scores for Bot Platforms Software (continued)
The table below shows the Satisfaction and Market Presence scores that determine product placement on the Grid®. To learn more about each of
the products, please see the profile section.

Contenders
                                                 # of Reviews                         Satisfaction                       Market Presence   G2 Score

  Azure QnA Maker API                                   13                                 49                                  62            55

  ServiceNow Now Platform                               15                                 42                                  58            50

  Lex                                                  29                                   31                                 68            50

  Gupshup                                               11                                 23                                  69            46

  Pega Platform                                         16                                 20                                  67            43

  SAP Conversational AI                                 12                                 28                                  58            43

  Teneo Platform                                        11                                 32                                  50             41

  Azure Bot Service                                     15                                  15                                 60            38

Niche
  ChatBot                                               15                                 34                                  48             41

  Engagely.ai                                           12                                  35                                 39             37

  Collect.chat                                          11                                  36                                 11            23

  Manybot                                               11                                  17                                 27            22

  BotStar                                               19                                  12                                 32            22

  Odus                                                  15                                  1                                  10             5

* Products are ordered by G2 Score. Satisfaction score is used as a tiebreaker if two products have the same G2 Score.

© 2022 G2, Inc. All rights reserved.                                                                                                                  5
Grid® Report for Bot Platforms | Winter 2023

Grid® Methodology
Grid® Rating Methodology
The Grid® represents the democratic voice of real software users, rather than the subjective opinion of one analyst. G2 rates products from the
Bot Platforms category algorithmically based on data sourced from product reviews shared by G2 users and data aggregated from online sources
and social networks.

Technology buyers can use the Grid® to help them quickly select the best products for their businesses and to find peers with similar experiences.
For sellers, media, investors, and analysts, the Grid® provides benchmarks for product comparison and market trend analysis.

Grid® Scoring Methodology
G2 rates products and sellers based on reviews gathered from our user community, as well as data aggregated from online sources and social
networks. We apply a unique algorithm (v3.0) to this data to calculate the Satisfaction and Market Presence scores in real time. The Grid® Report
for Bot Platforms | Winter 2023 is based on scores calculated using the G2 algorithm v3.0 from reviews collected through November 22, 2022. To
view the Bot Platforms Grid® with the most recent data, please visit the Bot Platforms page.

Satisfaction

The Satisfaction rating is affected by the following (in order of importance):

    Customer satisfaction with end user-focused product attributes based on user reviews

    Popularity and statistical significance based on the number of reviews received by G2

    Quality of reviews received (reviews that are more thoroughly completed will be weighted more heavily)

    Age of reviews (more-recent reviews provide relevant and up-to-date information that is reflective of the current state of a product)

    Customers’ satisfaction with administration-specific product attributes based on user reviews

    Overall customer satisfaction and Net Promoter Score® (NPS) based on ratings by G2 users

Note: The customer satisfaction score is normalized for each Grid®, meaning the scores are relative.

                                                                   (Grid® Methodology continues on next page)

** Net Promoter, Net Promoter System, Net Promoter Score, NPS and the NPS-related emoticons are registered trademarks of Bain & Company, Inc., Fred Reichheld and Satmetrix
Systems, Inc.

© 2022 G2, Inc. All rights reserved.                                                                                                                                          6
Grid® Report for Bot Platforms | Winter 2023

Grid® Methodology (continued)
Market Presence

The Market Presence score is affected by the following (in order of importance):

    Market presence is a combination of 15 metrics from G2’s reviews, publicly available information, and third-party sources

    Both the software sellers and the individual products are measured on various criteria. The criteria are listed in order of importance. Products
    metric receive greater weight than seller metrics

                            Criteria                            Measured For                                        Metrics

                                                           Product          Seller

  Number of Employees                                                                     Employee Count (based on social networks and public sources)

  Reviews                                                                                             Review Count (weighted by recency)

  Web Presence

  Social Presence

  Growth                                                                                            Employee Growth, Web Presence Growth

  Seller Age

  Employee Satisfaction and Engagement

    Each input is normalized by category and segment. This means that scores are relative to other products in the category/segment and may
    change from segment to segment

    The scores are then scaled from 0-100

Grid® Categorization Methodology
Making G2 research relevant and easy for people to use as they evaluate and select business software products is one of our most important
goals. In support of that goal, organizing products and software companies in a well-defined structure that makes capturing, evaluating, and
displaying reviews and other research in an orderly manner is a critical part of the research process.

To manage the process of categorizing the software products and the related reviews in the G2 community, G2 follows a publicly available
categorization methodology. All products appearing on the Grid® have passed through G2’s categorization methodology and meet G2’s category
standards.

Many terms that appear regularly across G2 and are used to aid in product categorization warrant a definition to facilitate buyer understanding.
These terms may be included within reviews from the G2 community or in executive summaries for products included on the Grid®. A list of
standard definitions is available to G2 users to eliminate confusion and ease the buying process.

                                                      (Grid® Methodology continues on next page)

© 2022 G2, Inc. All rights reserved.                                                                                                                     7
Grid® Report for Bot Platforms | Winter 2023

Grid® Methodology (continued)
Rating Changes and Dynamics
The ratings in this report are based on a snapshot of the user reviews and social data collected by G2 up through November 22, 2022. The ratings
may change as the products are further developed, the sellers grow, and as additional opinions are shared by users. G2 updates the ratings on
its website in real time as additional data is received, and this report will be updated as significant data is received. By improving their products
and support and/or by having more satisfied customer voices heard, Contenders may become Leaders and Niche sellers may become High
Performers.

Trust
Keeping our ratings unbiased is our top priority. We require the use of a LinkedIn account or verified business email address to validate a G2
user’s identity and employer. We also validate users by partnering with sellers and organizations to securely authenticate users through select
platforms. We do not allow users to review their current or former employers’ products, or those of their employers’ competitors. Additionally, all
reviews are manually checked by our team after our algorithm filters out reviews that don’t meet our submission requirements. All reviews must
pass our moderation process before they are published.

Our G2 staff does not add any subjective input to the ratings, which are determined algorithmically based on data aggregated from publicly
available online sources and social networks. Sellers cannot influence their ratings by spending time or money with us. Only the opinion of real
users and data from public sources factor into the ratings.

Grid® Inclusion Criteria
All products in a G2 category that have at least 10 reviews from real users of the product are included on the Grid®. Inviting other users, such as
colleagues and peers, to join G2 and share authentic product reviews will accelerate this process.

If a product is not yet listed on G2 and it fits the market definition above, then users are encouraged to suggest its addition to our Bot Platforms
category.

Product Profiles
Product profiles and detailed charts are included for products with 10 or more reviews.

© 2022 G2, Inc. All rights reserved.                                                                                                               8
Grid® Report for Bot Platforms | Winter 2023

                               Kore.AI
                                4.7                  (105)   Kore.AI has been named a Leader based on receiving a high customer Satisfaction score and
                                                             having a large Market Presence. 98% of users rated it 4 or 5 stars, 95% of users believe it is
                                                             headed in the right direction, and users said they would be likely to recommend Kore.AI at a
                                                             rate of 96%. Kore.AI is also in the Intelligent Virtual Assistants, Conversational Support, and
                                                             Chatbots categories.

    Satisfaction Ratings                                                            Top Industries Represented
    Quality of Support                                                                                                Computer Software                 17
                                                                   94%                                                Information Technology and        10
                                                        Avg 91%                                                       Services
    Ease of Use                                                                                                       Banking                            7
                                                                   97%
                                                                                                                      Management Consulting              5
                                                        Avg 90%
    Meets Requirements                                                                                                Financial Services                 4
                                                                   94%
                                                        Avg 91%
    Ease of Admin
                                                                   93%
                                                       Avg 89%
    Ease of Doing Business With
                                                                   95%
                                                         Avg 93%
    Ease of Setup
                                                                   94%
                                                       Avg 89%

          Ownership                    HQ Location                  Year Founded                  Employees (Listed                Company Website
           Kore.ai                     Orlando, FL                      2013                        On Linkedin)                       kore.ai
                                                                                                        714

© 2022 G2, Inc. All rights reserved.                                                                                                                           9
Grid® Report for Bot Platforms | Winter 2023

                               IBM Watson Assistant
                                4.4            (249)   IBM Watson Assistant has been named a Leader based on receiving a high customer Satisfaction
                                                       score and having a large Market Presence. IBM Watson Assistant has the largest Market Presence
                                                       among products in Bot Platforms. 95% of users rated it 4 or 5 stars, 91% of users believe it is
                                                       headed in the right direction, and users said they would be likely to recommend IBM Watson
                                                       Assistant at a rate of 87%. IBM Watson Assistant is also in the Intelligent Virtual Assistants
                                                       category.

    Satisfaction Ratings                                                     Top Industries Represented
    Quality of Support                                                                                         Information Technology and       37
                                                                                                               Services
                                                             81%
                                                                                                               Computer Software                22
                                                  Avg 91%
    Ease of Use                                                                                                Telecommunications                16
                                                             87%
                                                                                                               Automotive                        8
                                                 Avg 90%
    Meets Requirements                                                                                         Banking                           8
                                                             88%
                                                  Avg 91%
    Ease of Admin
                                                             82%
                                                 Avg 89%
    Ease of Doing Business With
                                                             86%
                                                   Avg 93%
    Ease of Setup
                                                             84%
                                                 Avg 89%

       Ownership                 HQ Location      Year Founded            Total Revenue            Employees (Listed          Company Website
         IBM                     Armonk, NY            1911              $73,621 (USD MM)            On Linkedin)              www.ibm.com
                                                                                                       529,939

© 2022 G2, Inc. All rights reserved.                                                                                                                  10
Grid® Report for Bot Platforms | Winter 2023

                               Qualified
                                4.9                  (554)       Qualified has been named a Leader based on receiving a high customer Satisfaction score and
                                                                 having a large Market Presence. Qualified received the highest Satisfaction score among products
                                                                 in Bot Platforms. 100% of users rated it 4 or 5 stars, 100% of users believe it is headed in the right
                                                                 direction, and users said they would be likely to recommend Qualified at a rate of 98%. Qualified is
                                                                 also in the Buyer Intent Data Providers, Conversational Marketing, Chatbots, Live Chat, and
                                                                 Salesforce AppExchange Apps categories.

    Satisfaction Ratings                                                                 Top Industries Represented
    Quality of Support                                                                                                      Computer Software                   91
                                                                      99%                                                   Information Technology and          48
                                                           Avg 91%                                                          Services
    Ease of Use                                                                                                             Computer & Network Security         12
                                                                      95%
                                                                                                                            Marketing and Advertising           12
                                                           Avg 90%
    Meets Requirements                                                                                                      Human Resources                      6
                                                                      96%
                                                           Avg 91%
    Ease of Admin
                                                                      96%
                                                           Avg 89%
    Ease of Doing Business With
                                                                      99%
                                                            Avg 93%
    Ease of Setup
                                                                      94%
                                                           Avg 89%

         Ownership                       HQ Location                    Year Founded                    Employees (Listed                 Company Website
        Qualified.com                  San Francisco, CA                    2018                          On Linkedin)                      qualified.com
                                                                                                              198

© 2022 G2, Inc. All rights reserved.                                                                                                                                  11
Grid® Report for Bot Platforms | Winter 2023

                               Haptik
                                4.5                  (103)   Haptik has been named a Leader based on receiving a high customer Satisfaction score and
                                                             having a large Market Presence. 97% of users rated it 4 or 5 stars, 97% of users believe it is
                                                             headed in the right direction, and users said they would be likely to recommend Haptik at a rate
                                                             of 90%. Haptik is also in the Conversational Marketing, Live Chat, Customer Self-Service, and
                                                             Intelligent Virtual Assistants categories.

    Satisfaction Ratings                                                           Top Industries Represented
    Quality of Support                                                                                               Insurance                        10
                                                                   92%
                                                                                                                     Financial Services                7
                                                        Avg 91%
    Ease of Use                                                                                                      Real Estate                       5
                                                                   91%
                                                                                                                     Computer Games                    4
                                                        Avg 90%
    Meets Requirements                                                                                               Health, Wellness and Fitness      4
                                                                   86%
                                                        Avg 91%
    Ease of Admin
                                                                   91%
                                                       Avg 89%
    Ease of Doing Business With
                                                                   95%
                                                         Avg 93%
    Ease of Setup
                                                                   89%
                                                       Avg 89%

          Ownership                    HQ Location                  Year Founded                 Employees (Listed                 Company Website
           Haptik                       New York                        2013                       On Linkedin)                     www.haptik.ai
                                                                                                       431

© 2022 G2, Inc. All rights reserved.                                                                                                                       12
Grid® Report for Bot Platforms | Winter 2023

                               Manychat
                                4.6                 (132)     Manychat has been named a Leader based on receiving a high customer Satisfaction score and
                                                              having a large Market Presence. 96% of users rated it 4 or 5 stars, 94% of users believe it is
                                                              headed in the right direction, and users said they would be likely to recommend Manychat at a
                                                              rate of 92%. Manychat is also in the Conversational Marketing, Marketing Automation, SMS
                                                              Marketing, and Social Commerce Platforms categories.

    Satisfaction Ratings                                                            Top Industries Represented
    Quality of Support                                                                                                Marketing and Advertising       28
                                                                   88%
                                                                                                                      Real Estate                     4
                                                        Avg 91%
    Ease of Use                                                                                                       Computer Software                3
                                                                   91%
                                                                                                                      Education Management             3
                                                        Avg 90%
    Meets Requirements                                                                                                Hospital & Health Care           3
                                                                   92%
                                                        Avg 91%
    Ease of Admin
                                                                   94%
                                                        Avg 89%
    Ease of Doing Business With
                                                                   94%
                                                         Avg 93%
    Ease of Setup
                                                                   94%
                                                        Avg 89%

          Ownership                     HQ Location                  Year Founded                 Employees (Listed                 Company Website
          ManyChat                     San Francisco,                    2015                       On Linkedin)                     manychat.com
                                         California                                                     208

© 2022 G2, Inc. All rights reserved.                                                                                                                       13
Grid® Report for Bot Platforms | Winter 2023

                               Drift
                                4.4                (810)     Drift has been named a Leader based on receiving a high customer Satisfaction score and having a
                                                             large Market Presence. 91% of users rated it 4 or 5 stars, 87% of users believe it is headed in the
                                                             right direction, and users said they would be likely to recommend Drift at a rate of 86%. Drift is also
                                                             in the Conversational Support, Digital Experience Platforms (DXP), AI Sales Assistant,
                                                             Conversational Marketing, Chatbots, Email Signature, Live Chat, Customer Self-Service, and Buyer
                                                             Intent Data Providers categories.

    Satisfaction Ratings                                                             Top Industries Represented
    Quality of Support                                                                                                   Computer Software                  68
                                                                  88%                                                    Information Technology and         52
                                                       Avg 91%                                                           Services
    Ease of Use                                                                                                          Marketing and Advertising          23
                                                                  86%
                                                                                                                         Internet                            10
                                                       Avg 90%
    Meets Requirements                                                                                                   Education Management                 9
                                                                  87%
                                                       Avg 91%
    Ease of Admin
                                                                  87%
                                                       Avg 89%
    Ease of Doing Business With
                                                                  90%
                                                        Avg 93%
    Ease of Setup
                                                                  85%
                                                       Avg 89%

          Ownership                     HQ Location                 Year Founded                    Employees (Listed                  Company Website
            Drift                      Cambridge, MA                    2014                          On Linkedin)                      www.drift.com
                                                                                                          674

© 2022 G2, Inc. All rights reserved.                                                                                                                              14
Grid® Report for Bot Platforms | Winter 2023

                               yellow.ai
                                4.5                     (81)        yellow.ai has been named a Leader based on receiving a high customer Satisfaction score and
                                                                    having a large Market Presence. 97% of users rated it 4 or 5 stars, 90% of users believe it is
                                                                    headed in the right direction, and users said they would be likely to recommend yellow.ai at a
                                                                    rate of 89%. yellow.ai is also in the Conversational Marketing, Conversational Support, Live
                                                                    Chat, and Intelligent Virtual Assistants categories.

    Satisfaction Ratings                                                                  Top Industries Represented
    Quality of Support                                                                                                      Financial Services               9
                                                                          87%                                               Information Technology and       9
                                                               Avg 91%                                                      Services
    Ease of Use                                                                                                             Banking                          8
                                                                          91%
                                                                                                                            Computer Software                8
                                                           Avg 90%
    Meets Requirements                                                                                                      Food & Beverages                 6
                                                                          85%
                                                               Avg 91%
    Ease of Admin
                                                                          84%
                                                           Avg 89%
    Ease of Doing Business With
                                                                          87%
                                                                Avg 93%
    Ease of Setup
                                                                          88%
                                                           Avg 89%

          Ownership                        HQ Location                     Year Founded                 Employees (Listed               Company Website
           yellow.ai                   San Mateo, California                   2016                       On Linkedin)                yellowmessenger.com
                                                                                                             1,068

© 2022 G2, Inc. All rights reserved.                                                                                                                             15
Grid® Report for Bot Platforms | Winter 2023

                               Verloop.io
                                4.7                  (224)   Verloop.io has been named a Leader based on receiving a high customer Satisfaction score
                                                             and having a large Market Presence. 100% of users rated it 4 or 5 stars, 96% of users believe it
                                                             is headed in the right direction, and users said they would be likely to recommend Verloop.io at
                                                             a rate of 96%. Verloop.io is also in the Conversational Support, Chatbots, Social Customer
                                                             Service, and Live Chat categories.

    Satisfaction Ratings                                                           Top Industries Represented
    Quality of Support                                                                                                Financial Services               16
                                                                   95%
                                                                                                                      Consumer Services                 8
                                                        Avg 91%
    Ease of Use                                                                                                       Cosmetics                         7
                                                                   95%
                                                                                                                      Education Management              7
                                                       Avg 90%
    Meets Requirements                                                                                                Retail                            7
                                                                   93%
                                                        Avg 91%
    Ease of Admin
                                                                   92%
                                                       Avg 89%
    Ease of Doing Business With
                                                                   95%
                                                         Avg 93%
    Ease of Setup
                                                                   95%
                                                       Avg 89%

          Ownership                    HQ Location                  Year Founded                  Employees (Listed               Company Website
           Verloop                      Bangalore                       2016                        On Linkedin)                     verloop.io
                                                                                                         117

© 2022 G2, Inc. All rights reserved.                                                                                                                        16
Grid® Report for Bot Platforms | Winter 2023

                               Signals
                                4.9                  (103)   Signals has been named a Leader based on receiving a high customer Satisfaction score and
                                                             having a large Market Presence. 100% of users rated it 4 or 5 stars, 95% of users believe it is
                                                             headed in the right direction, and users said they would be likely to recommend Signals at a rate of
                                                             99%. Signals is also in the Conversational Support, AI Sales Assistant, Conversational Marketing,
                                                             Chatbots, Email Signature, Live Chat, Account-Based Orchestration Platforms, and Buyer Intent
                                                             Data Providers categories.

    Satisfaction Ratings                                                            Top Industries Represented
    Quality of Support                                                                                                 Marketing and Advertising          27
                                                                   100%
                                                                                                                       Computer Software                  14
                                                        Avg 91%
    Ease of Use                                                                                                        Management Consulting               4
                                                                   98%
                                                                                                                       Financial Services                  3
                                                        Avg 90%
    Meets Requirements                                                                                                 Hospital & Health Care              3
                                                                   98%
                                                        Avg 91%
    Ease of Admin
                                                                   97%
                                                       Avg 89%
    Ease of Doing Business With
                                                                   100%
                                                         Avg 93%
    Ease of Setup
                                                                   94%
                                                       Avg 89%

          Ownership                    HQ Location                  Year Founded                   Employees (Listed                 Company Website
           Signals                      Provo, UT                       2018                         On Linkedin)                      getsignals.ai
                                                                                                          30

© 2022 G2, Inc. All rights reserved.                                                                                                                           17
Grid® Report for Bot Platforms | Winter 2023

                               Laiye
                                4.6                    (49)        Laiye has been named a Leader based on receiving a high customer Satisfaction score and
                                                                   having a large Market Presence. 100% of users rated it 4 or 5 stars, 94% of users believe it is
                                                                   headed in the right direction, and users said they would be likely to recommend Laiye at a rate
                                                                   of 93%. Laiye is also in the Intelligent Virtual Assistants, Conversational Marketing, Chatbots,
                                                                   and Customer Self-Service categories.

    Satisfaction Ratings                                                                  Top Industries Represented
    Quality of Support                                                                                                      Airlines/ Aviation                18
                                                                         97%
                                                                                                                            Leisure, Travel & Tourism         13
                                                              Avg 91%
    Ease of Use                                                                                                             Transportation/Trucking/           9
                                                                                                                            Railroad
                                                                         90%
                                                                                                                            Broadcast Media                    1
                                                              Avg 90%
    Meets Requirements                                                                                                      Consumer Services                  1
                                                                         91%
                                                              Avg 91%
    Ease of Admin
                                                                         89%
                                                          Avg 89%
    Ease of Doing Business With
                                                                         98%
                                                               Avg 93%
    Ease of Setup
                                                                         91%
                                                          Avg 89%

          Ownership                        HQ Location                    Year Founded                  Employees (Listed                Company Website
            Laiye                      Paris, Île-de-France                   2016                        On Linkedin)                      laiye.com
                                                                                                               13

© 2022 G2, Inc. All rights reserved.                                                                                                                               18
Grid® Report for Bot Platforms | Winter 2023

                               Chatfuel
                                4.5                  (43)        Chatfuel has been named a Leader based on receiving a high customer Satisfaction score and
                                                                 having a large Market Presence. 100% of users rated it 4 or 5 stars, 87% of users believe it is
                                                                 headed in the right direction, and users said they would be likely to recommend Chatfuel at a
                                                                 rate of 91%. Chatfuel is also in the E-Commerce Tools and Conversational Marketing
                                                                 categories.

    Satisfaction Ratings                                                               Top Industries Represented
    Quality of Support                                                                                                   Marketing and Advertising         9
                                                                      88%                                                Information Technology and        6
                                                           Avg 91%                                                       Services
    Ease of Use                                                                                                          Non-Profit Organization           3
                                                                                                                         Management
                                                                      91%
                                                                                                                         Automotive                        2
                                                           Avg 90%
    Meets Requirements                                                                                                   Consumer Services                  1
                                                                      91%
                                                           Avg 91%
    Ease of Admin
                                                                      90%
                                                           Avg 89%
    Ease of Doing Business With
                                                                      93%
                                                            Avg 93%
    Ease of Setup
                                                                      86%
                                                           Avg 89%

          Ownership                      HQ Location                    Year Founded                 Employees (Listed                Company Website
           Chatfuel                    San Francisco, CA                    2015                       On Linkedin)                     chatfuel.com
                                                                                                            54

© 2022 G2, Inc. All rights reserved.                                                                                                                            19
Grid® Report for Bot Platforms | Winter 2023

                               Google Cloud Dialogflow
                                4.3               (52)       Google Cloud Dialogflow has been named a Leader based on receiving a high customer
                                                             Satisfaction score and having a large Market Presence. 90% of users rated it 4 or 5 stars, 91%
                                                             of users believe it is headed in the right direction, and users said they would be likely to
                                                             recommend Google Cloud Dialogflow at a rate of 87%. Google Cloud Dialogflow is also in the
                                                             Enterprise Search Software and Genesys AppFoundry Marketplace categories.

    Satisfaction Ratings                                                           Top Industries Represented
    Quality of Support                                                                                               Information Technology and        11
                                                                                                                     Services
                                                                   83%
                                                                                                                     Computer Software                 6
                                                     Avg 91%
    Ease of Use                                                                                                      Education Management              4
                                                                   86%
                                                                                                                     Telecommunications                4
                                                     Avg 90%
    Meets Requirements                                                                                               Higher Education                  3
                                                                   90%
                                                     Avg 91%
    Ease of Admin
                                                                   88%
                                                    Avg 89%
    Ease of Doing Business With
                                                                   89%
                                                         Avg 93%
    Ease of Setup
                                                                   87%
                                                    Avg 89%

       Ownership                HQ Location          Year Founded                Total Revenue           Employees (Listed          Company Website
        Google                Mountain View, CA          1998                  $182,527 (USD MM)           On Linkedin)             cloud.google.com
                                                                                                              311,656

© 2022 G2, Inc. All rights reserved.                                                                                                                        20
Grid® Report for Bot Platforms | Winter 2023

                               Spectrm
                                4.6                     (46)       Spectrm has been named a Leader based on receiving a high customer Satisfaction score and
                                                                   having a large Market Presence. 97% of users rated it 4 or 5 stars, 86% of users believe it is headed
                                                                   in the right direction, and users said they would be likely to recommend Spectrm at a rate of 93%.
                                                                   Spectrm is also in the Personalization, Conversational Marketing, Marketing Automation, Social
                                                                   Commerce Platforms, and E-Commerce Personalization categories.

    Satisfaction Ratings                                                                  Top Industries Represented
    Quality of Support                                                                                                        Automotive                          7
                                                                         95%
                                                                                                                              Marketing and Advertising           5
                                                           Avg 91%
    Ease of Use                                                                                                               Retail                              3
                                                                         91%
                                                                                                                              Consumer Goods                      2
                                                           Avg 90%
    Meets Requirements                                                                                                        Food & Beverages                    2
                                                                         91%
                                                           Avg 91%
    Ease of Admin
                                                                         94%
                                                          Avg 89%
    Ease of Doing Business With
                                                                         93%
                                                               Avg 93%
    Ease of Setup
                                                                         92%
                                                          Avg 89%

          Ownership                    HQ Location                        Year Founded                   Employees (Listed                 Company Website
         Spectrm Ltd.                  Berlin, Berlin                         2016                         On Linkedin)                      spectrm.io
                                                                                                                51

© 2022 G2, Inc. All rights reserved.                                                                                                                                  21
Grid® Report for Bot Platforms | Winter 2023

                               TARS
                                4.7                  (159)   TARS has been named a High Performer product based on having high customer Satisfaction
                                                             scores and a low Market Presence compared to the rest of the category. 99% of users rated it 4
                                                             or 5 stars, 88% of users believe it is headed in the right direction, and users said they would be
                                                             likely to recommend TARS at a rate of 94%. TARS is also in the Landing Page Builders,
                                                             Chatbots, and Conversational Marketing categories.

    Satisfaction Ratings                                                            Top Industries Represented
    Quality of Support                                                                                                Marketing and Advertising         14
                                                                   97%
                                                                                                                      Financial Services                 8
                                                        Avg 91%
    Ease of Use                                                                                                       Health, Wellness and Fitness       4
                                                                   94%
                                                                                                                      Hospital & Health Care             4
                                                        Avg 90%
    Meets Requirements                                                                                                Internet                           4
                                                                   90%
                                                        Avg 91%
    Ease of Admin
                                                                   95%
                                                       Avg 89%
    Ease of Doing Business With
                                                                   96%
                                                         Avg 93%
    Ease of Setup
                                                                   94%
                                                       Avg 89%

          Ownership                    HQ Location                  Year Founded                  Employees (Listed                Company Website
            TARS                       Newark, DE                       2016                        On Linkedin)                     hellotars.com
                                                                                                         30

© 2022 G2, Inc. All rights reserved.                                                                                                                         22
Grid® Report for Bot Platforms | Winter 2023

                               IDETA
                                4.6                  (30)       IDETA has been named a High Performer product based on having high customer Satisfaction
                                                                scores and a low Market Presence compared to the rest of the category. 100% of users rated it
                                                                4 or 5 stars, 100% of users believe it is headed in the right direction, and users said they would
                                                                be likely to recommend IDETA at a rate of 92%.

    Satisfaction Ratings                                                               Top Industries Represented
    Quality of Support                                                                                                   Marketing and Advertising           9
                                                                      94%
                                                                                                                         Computer Software                   5
                                                        Avg 91%
    Ease of Use                                                                                                          Education Management                2
                                                                      92%
                                                                                                                         Information Technology and          2
                                                        Avg 90%                                                          Services
    Meets Requirements                                                                                                   Primary/ Secondary                  2
                                                                                                                         Education
                                                                      94%
                                                        Avg 91%
    Ease of Admin
                                                                      90%
                                                       Avg 89%
    Ease of Doing Business With
                                                                      93%
                                                            Avg 93%
    Ease of Setup
                                                                      96%
                                                       Avg 89%

          Ownership                    HQ Location                     Year Founded                  Employees (Listed                 Company Website
            IDETA                         Paris                            2017                        On Linkedin)                      www.ideta.io
                                                                                                            17

© 2022 G2, Inc. All rights reserved.                                                                                                                             23
Grid® Report for Bot Platforms | Winter 2023

                               MindBehind
                                4.7                  (24)       MindBehind has been named a High Performer product based on having high customer
                                                                Satisfaction scores and a low Market Presence compared to the rest of the category. 91% of
                                                                users rated it 4 or 5 stars, 92% of users believe it is headed in the right direction, and users said
                                                                they would be likely to recommend MindBehind at a rate of 93%. MindBehind is also in the Live
                                                                Chat and Shared Inbox categories.

    Satisfaction Ratings                                                               Top Industries Represented
    Quality of Support                                                                                                    Apparel & Fashion                    2
                                                                      92%
                                                                                                                          Education Management                 2
                                                          Avg 91%
    Ease of Use                                                                                                           Health, Wellness and Fitness         2
                                                                      96%
                                                                                                                          Insurance                            2
                                                          Avg 90%
    Meets Requirements                                                                                                    Automotive                           1
                                                                      88%
                                                          Avg 91%
    Ease of Admin
                                                                      92%
                                                          Avg 89%
    Ease of Doing Business With
                                                                      90%
                                                            Avg 93%
    Ease of Setup
                                                                      94%
                                                          Avg 89%

         Ownership                       HQ Location                   Year Founded                   Employees (Listed                 Company Website
         MindBehind                    Istanbul, Maslak                    2016                         On Linkedin)                    mindbehind.com
                                                                                                             67

© 2022 G2, Inc. All rights reserved.                                                                                                                               24
Grid® Report for Bot Platforms | Winter 2023

                                 SnatchBot
                                  4.7                     (33)        SnatchBot has been named a High Performer product based on having high customer
                                                                      Satisfaction scores and a low Market Presence compared to the rest of the category. 100% of
                                                                      users rated it 4 or 5 stars, 96% of users believe it is headed in the right direction, and users said
                                                                      they would be likely to recommend SnatchBot at a rate of 95%.

    Satisfaction Ratings                                                                     Top Industries Represented
    Quality of Support                                                                                                          Information Technology and          15
                                                                                                                                Services
                                                                           98%
                                                                                                                                Retail                               2
                                                               Avg 91%
    Ease of Use                                                                                                                 Automotive                           1
                                                                           98%
                                                                                                                                Computer Software                    1
                                                               Avg 90%
    Meets Requirements                                                                                                          Construction                         1
                                                                           97%
                                                               Avg 91%
    Ease of Admin
                                                                           N/A
                                                               Avg 89%
    Ease of Doing Business With
                                                                           N/A
                                                                 Avg 93%
    Ease of Setup
                                                                           N/A
                                                               Avg 89%

 *N/A is displayed when fewer than five responses were received for the question.

          Ownership                        HQ Location                        Year Founded                  Employees (Listed                 Company Website
          SnatchBot                     Hertzlia Pituach, IL                      2015                        On Linkedin)                     snatchbot.me
                                                                                                                   34

© 2022 G2, Inc. All rights reserved.                                                                                                                                     25
Grid® Report for Bot Platforms | Winter 2023

                               Rulai
                                4.5                   (71)        Rulai has been named a High Performer product based on having high customer Satisfaction
                                                                  scores and a low Market Presence compared to the rest of the category. 100% of users rated it
                                                                  4 or 5 stars, 88% of users believe it is headed in the right direction, and users said they would
                                                                  be likely to recommend Rulai at a rate of 92%. Rulai is also in the Chatbots category.

    Satisfaction Ratings                                                                 Top Industries Represented
    Quality of Support                                                                                                     Information Technology and         7
                                                                                                                           Services
                                                                        96%
                                                                                                                           Computer Software                  6
                                                             Avg 91%
    Ease of Use                                                                                                            Banking                            4
                                                                        93%
                                                                                                                           Telecommunications                 4
                                                         Avg 90%
    Meets Requirements                                                                                                     Real Estate                        3
                                                                        94%
                                                             Avg 91%
    Ease of Admin
                                                                        90%
                                                         Avg 89%
    Ease of Doing Business With
                                                                        100%
                                                              Avg 93%
    Ease of Setup
                                                                        94%
                                                         Avg 89%

          Ownership                    HQ Location                       Year Founded                  Employees (Listed                 Company Website
            Rulai                      Campbell, CA                          2016                        On Linkedin)                      www.rul.ai
                                                                                                              15

© 2022 G2, Inc. All rights reserved.                                                                                                                              26
Grid® Report for Bot Platforms | Winter 2023

                                 Gallabox
                                  4.6                     (40)        Gallabox has been named a High Performer product based on having high customer Satisfaction
                                                                      scores and a low Market Presence compared to the rest of the category. 100% of users rated it 4 or
                                                                      5 stars, 100% of users believe it is headed in the right direction, and users said they would be likely
                                                                      to recommend Gallabox at a rate of 96%. Gallabox is also in the Live Chat, Customer
                                                                      Communications Management, Conversational Support, Conversational Marketing, Chatbots, and
                                                                      Customer Self-Service categories.

    Satisfaction Ratings                                                                      Top Industries Represented
    Quality of Support                                                                                                            Education Management                 3
                                                                           96%                                                    Information Technology and           3
                                                               Avg 91%                                                            Services
    Ease of Use                                                                                                                   Financial Services                   2
                                                                           96%
                                                                                                                                  Leisure, Travel & Tourism            2
                                                              Avg 90%
    Meets Requirements                                                                                                            Food & Beverages                     1
                                                                           94%
                                                               Avg 91%
    Ease of Admin
                                                                           N/A
                                                             Avg 89%
    Ease of Doing Business With
                                                                           N/A
                                                                 Avg 93%
    Ease of Setup
                                                                           N/A
                                                             Avg 89%

 *N/A is displayed when fewer than five responses were received for the question.

              Ownership                                HQ Location                              Employees (Listed                          Company Website
              MangoLeap                             Chennai, TamilNadu                            On Linkedin)                               gallabox.com
                                                                                                       27

© 2022 G2, Inc. All rights reserved.                                                                                                                                       27
Grid® Report for Bot Platforms | Winter 2023

                                 Enterprise Chatbot Platform
                                  4.7                     (11)        Enterprise Chatbot Platform has been named a High Performer product based on having high
                                                                      customer Satisfaction scores and a low Market Presence compared to the rest of the category.
                                                                      100% of users rated it 4 or 5 stars, 100% of users believe it is headed in the right direction, and
                                                                      users said they would be likely to recommend Enterprise Chatbot Platform at a rate of 95%.
                                                                      Enterprise Chatbot Platform is also in the Chatbots, Customer Self-Service, Conversational
                                                                      Marketing, and Intelligent Virtual Assistants categories.

    Satisfaction Ratings                                                                      Top Industries Represented
    Quality of Support                                                                                                            Computer Software                    4
                                                                            100%                                                  Information Technology and           2
                                                                 Avg 91%                                                          Services
    Ease of Use                                                                                                                   Marketing and Advertising            2
                                                                            92%
                                                                                                                                  Financial Services                   1
                                                                 Avg 90%
    Meets Requirements                                                                                                            Outsourcing/ Offshoring              1
                                                                            100%
                                                                 Avg 91%
    Ease of Admin
                                                                            N/A
                                                             Avg 89%
    Ease of Doing Business With
                                                                            N/A
                                                                  Avg 93%
    Ease of Setup
                                                                            N/A
                                                             Avg 89%

 *N/A is displayed when fewer than five responses were received for the question.

          Ownership                         HQ Location                       Year Founded                   Employees (Listed                 Company Website
          BotsCrew                          London, UK                            2016                         On Linkedin)                 platform.botscrew.com
                                                                                                                    53

© 2022 G2, Inc. All rights reserved.                                                                                                                                        28
Grid® Report for Bot Platforms | Winter 2023

                               e-bot7
                                4.7                 (72)       e-bot7 has been named a High Performer product based on having high customer Satisfaction
                                                               scores and a low Market Presence compared to the rest of the category. 100% of users rated it
                                                               4 or 5 stars, 41% of users believe it is headed in the right direction, and users said they would
                                                               be likely to recommend e-bot7 at a rate of 92%. e-bot7 is also in the Intelligent Virtual
                                                               Assistants and Customer Self-Service categories.

    Satisfaction Ratings                                                              Top Industries Represented
    Quality of Support                                                                                                  Internet                          15
                                                                     94%
                                                                                                                        Insurance                          4
                                                         Avg 91%
    Ease of Use                                                                                                         Retail                             4
                                                                     89%
                                                                                                                        Automotive                         1
                                                         Avg 90%
    Meets Requirements                                                                                                  Computer Hardware                  1
                                                                     89%
                                                         Avg 91%
    Ease of Admin
                                                                     95%
                                                         Avg 89%
    Ease of Doing Business With
                                                                     96%
                                                           Avg 93%
    Ease of Setup
                                                                     96%
                                                         Avg 89%

          Ownership                      HQ Location                  Year Founded                  Employees (Listed                Company Website
           e-bot7                      München, Bayern                    2016                        On Linkedin)                     e-bot7.com
                                                                                                           60

© 2022 G2, Inc. All rights reserved.                                                                                                                           29
Grid® Report for Bot Platforms | Winter 2023

                                 Kommunicate
                                  4.8                     (12)        Kommunicate has been named a High Performer product based on having high customer
                                                                      Satisfaction scores and a low Market Presence compared to the rest of the category. 100% of
                                                                      users rated it 4 or 5 stars, 80% of users believe it is headed in the right direction, and users
                                                                      said they would be likely to recommend Kommunicate at a rate of 95%. Kommunicate is also in
                                                                      the Conversational Support category.

    Satisfaction Ratings                                                                     Top Industries Represented
    Quality of Support                                                                                                         Computer Software                 2
                                                                            98%
                                                                                                                               Internet                          2
                                                                 Avg 91%
    Ease of Use                                                                                                                Marketing and Advertising         2
                                                                            97%
                                                                                                                               Education Management              1
                                                              Avg 90%
    Meets Requirements                                                                                                         Higher Education                  1
                                                                            91%
                                                                 Avg 91%
    Ease of Admin
                                                                            N/A
                                                             Avg 89%
    Ease of Doing Business With
                                                                            N/A
                                                                  Avg 93%
    Ease of Setup
                                                                            N/A
                                                             Avg 89%

 *N/A is displayed when fewer than five responses were received for the question.

         Ownership                          HQ Location                       Year Founded                 Employees (Listed               Company Website
        Kommunicate                        Bengaluru, KA                          2017                       On Linkedin)                   kommunicate.io
                                                                                                                  46

© 2022 G2, Inc. All rights reserved.                                                                                                                                 30
Grid® Report for Bot Platforms | Winter 2023

                               Rep AI
                                4.9                   (18)        Rep AI has been named a High Performer product based on having high customer Satisfaction
                                                                  scores and a low Market Presence compared to the rest of the category. 100% of users rated it
                                                                  4 or 5 stars, 100% of users believe it is headed in the right direction, and users said they would
                                                                  be likely to recommend Rep AI at a rate of 98%.

    Satisfaction Ratings                                                                 Top Industries Represented
    Quality of Support                                                                                                     Consumer Goods                      6
                                                                        98%
                                                                                                                           Retail                              5
                                                             Avg 91%
    Ease of Use                                                                                                            Apparel & Fashion                   3
                                                                        94%
                                                                                                                           Food & Beverages                    1
                                                          Avg 90%
    Meets Requirements                                                                                                     Marketing and Advertising           1
                                                                        97%
                                                             Avg 91%
    Ease of Admin
                                                                        94%
                                                          Avg 89%
    Ease of Doing Business With
                                                                        94%
                                                              Avg 93%
    Ease of Setup
                                                                        95%
                                                          Avg 89%

          Ownership                     HQ Location                      Year Founded                  Employees (Listed                 Company Website
          VoiceFront                   Tel Aviv, Israel                      2020                        On Linkedin)                      voicefront.ai
                                                                                                              21

© 2022 G2, Inc. All rights reserved.                                                                                                                               31
Grid® Report for Bot Platforms | Winter 2023

                               UChat
                                4.8      (17)        UChat has been named a High Performer product based on having high customer Satisfaction
                                                     scores and a low Market Presence compared to the rest of the category. 100% of users rated it
                                                     4 or 5 stars, 100% of users believe it is headed in the right direction, and users said they would
                                                     be likely to recommend UChat at a rate of 97%.

    Satisfaction Ratings                                                    Top Industries Represented
    Quality of Support                                                                                        Marketing and Advertising           9
                                                           91%
                                                                                                              E-Learning                          1
                                                Avg 91%
    Ease of Use                                                                                               Hospitality                         1
                                                           94%
                                                                                                              Management Consulting               1
                                            Avg 90%
    Meets Requirements                                                                                        Retail                              1
                                                           91%
                                                Avg 91%
    Ease of Admin
                                                           91%
                                            Avg 89%
    Ease of Doing Business With
                                                           97%
                                                 Avg 93%
    Ease of Setup
                                                           97%
                                            Avg 89%

             Ownership                  HQ Location                           Employees (Listed                        Company Website
               UChat                   Melbourne, VIC                           On Linkedin)                             uchat.com.au
                                                                                     5

© 2022 G2, Inc. All rights reserved.                                                                                                                  32
Grid® Report for Bot Platforms | Winter 2023

                                 CBOT
                                  4.6                     (11)        CBOT has been named a High Performer product based on having high customer Satisfaction
                                                                      scores and a low Market Presence compared to the rest of the category. 90% of users rated it 4
                                                                      or 5 stars, 100% of users believe it is headed in the right direction, and users said they would be
                                                                      likely to recommend CBOT at a rate of 92%. CBOT is also in the Intelligent Virtual Assistants
                                                                      and Chatbots categories.

    Satisfaction Ratings                                                                     Top Industries Represented
    Quality of Support                                                                                                         Airlines/ Aviation                  2
                                                                            94%                                                Information Technology and          2
                                                                 Avg 91%                                                       Services
    Ease of Use                                                                                                                Apparel & Fashion                   1
                                                                            94%
                                                                                                                               E-Learning                          1
                                                                 Avg 90%
    Meets Requirements                                                                                                         Food & Beverages                    1
                                                                            96%
                                                                 Avg 91%
    Ease of Admin
                                                                            N/A
                                                              Avg 89%
    Ease of Doing Business With
                                                                            N/A
                                                                  Avg 93%
    Ease of Setup
                                                                            N/A
                                                              Avg 89%

 *N/A is displayed when fewer than five responses were received for the question.

          Ownership                         HQ Location                       Year Founded                 Employees (Listed                 Company Website
            CBOT                         Istanbul, Istanbul                       2017                       On Linkedin)                      www.cbot.ai
                                                                                                                  29

© 2022 G2, Inc. All rights reserved.                                                                                                                                   33
Grid® Report for Bot Platforms | Winter 2023

                               Joonbot Chatbot Builder
                                4.8                    (15)        Joonbot Chatbot Builder has been named a High Performer product based on having high
                                                                   customer Satisfaction scores and a low Market Presence compared to the rest of the category.
                                                                   100% of users rated it 4 or 5 stars, 100% of users believe it is headed in the right direction, and
                                                                   users said they would be likely to recommend Joonbot Chatbot Builder at a rate of 95%. Joonbot
                                                                   Chatbot Builder is also in the Conversational Marketing, Lead Capture, No-Code Development
                                                                   Platforms, and Chatbots categories.

    Satisfaction Ratings                                                                  Top Industries Represented
    Quality of Support                                                                                                        Marketing and Advertising           3
                                                                         98%
                                                                                                                              Computer Software                    1
                                                              Avg 91%
    Ease of Use                                                                                                               Events Services                      1
                                                                         94%
                                                                                                                              Health, Wellness and Fitness         1
                                                             Avg 90%
    Meets Requirements                                                                                                        Information Technology and           1
                                                                                                                              Services
                                                                         94%
                                                              Avg 91%
    Ease of Admin
                                                                         95%
                                                             Avg 89%
    Ease of Doing Business With
                                                                         100%
                                                               Avg 93%
    Ease of Setup
                                                                         100%
                                                             Avg 89%

          Ownership                       HQ Location                     Year Founded                   Employees (Listed                 Company Website
           Arnica                      Alpharetta, Georgia                    2021                         On Linkedin)                     www.arnica.io
                                                                                                                65

© 2022 G2, Inc. All rights reserved.                                                                                                                                   34
Grid® Report for Bot Platforms | Winter 2023

                               Azure QnA Maker API
                                4.7            (13)        Azure QnA Maker API has been named a Contender product based on having a relatively low
                                                           customer Satisfaction score and large Market Presence compared to the rest of the category.
                                                           While they may have positive reviews, they do not have enough reviews to validate those ratings.
                                                           100% of users rated it 4 or 5 stars, 100% of users believe it is headed in the right direction, and
                                                           users said they would be likely to recommend Azure QnA Maker API at a rate of 93%. Azure QnA
                                                           Maker API is also in the Natural Language Understanding (NLU) category.

    Satisfaction Ratings                                                          Top Industries Represented
    Quality of Support                                                                                                Banking                             2
                                                                 84%
                                                                                                                      Computer Software                   2
                                                      Avg 91%
    Ease of Use                                                                                                       Education Management                2
                                                                 91%
                                                                                                                      Information Technology and          2
                                                  Avg 90%                                                             Services
    Meets Requirements                                                                                                Airlines/ Aviation                  1
                                                                 90%
                                                      Avg 91%
    Ease of Admin
                                                                 89%
                                                 Avg 89%
    Ease of Doing Business With
                                                                 91%
                                                       Avg 93%
    Ease of Setup
                                                                 88%
                                                 Avg 89%

       Ownership                 HQ Location          Year Founded              Total Revenue            Employees (Listed            Company Website
       Microsoft                Redmond, WA               1975                $143,015 (USD MM)            On Linkedin)                microsoft.com
                                                                                                             232,950

© 2022 G2, Inc. All rights reserved.                                                                                                                          35
Grid® Report for Bot Platforms | Winter 2023

                               ServiceNow Now Platform
                                4.0               (309)   ServiceNow Now Platform has been named a Contender product based on having a relatively low customer Satisfaction score and
                                                          large Market Presence compared to the rest of the category. While they may have positive reviews, they do not have enough reviews
                                                          to validate those ratings. 93% of users rated it 4 or 5 stars, 83% of users believe it is headed in the right direction, and users said
                                                          they would be likely to recommend ServiceNow Now Platform at a rate of 89%. ServiceNow Now Platform is also in the Other
                                                          Integrated Development Environments (IDE), Workflow Management, API Management, Task Management, Life Insurance Policy
                                                          Administration Systems, Communication Platform as a Service, Mobile Development Platforms, Low-Code Development Platforms,
                                                          Configuration Management, Automation Testing, Portals, Cloud Platform as a Service (PaaS), Survey, Customer Self-Service, and
                                                          Application Development Platforms categories.

    Satisfaction Ratings                                                                  Top Industries Represented
    Quality of Support                                                                                                                   Information Technology and                      4
                                                                                                                                         Services
                                                                88%
                                                                                                                                         Computer Software                               3
                                                     Avg 91%
    Ease of Use                                                                                                                          Chemicals                                        1
                                                                89%
                                                                                                                                         Financial Services                               1
                                                    Avg 90%
    Meets Requirements                                                                                                                   Food & Beverages                                 1
                                                                93%
                                                     Avg 91%
    Ease of Admin
                                                                88%
                                                    Avg 89%
    Ease of Doing Business With
                                                                90%
                                                      Avg 93%
    Ease of Setup
                                                                86%
                                                    Avg 89%

      Ownership                  HQ Location         Year Founded                     Total Revenue                     Employees (Listed                     Company Website
      ServiceNow                Santa Clara, CA          2004                        $4,519 (USD MM)                      On Linkedin)                        servicenow.com
                                                                                                                             22,383

© 2022 G2, Inc. All rights reserved.                                                                                                                                                          36
Grid® Report for Bot Platforms | Winter 2023

                               Amazon Lex
                                4.2            (31)        Amazon Lex has been named a Contender product based on having a relatively low customer
                                                           Satisfaction score and large Market Presence compared to the rest of the category. While they
                                                           may have positive reviews, they do not have enough reviews to validate those ratings. 93% of
                                                           users rated it 4 or 5 stars, 89% of users believe it is headed in the right direction, and users said
                                                           they would be likely to recommend Lex at a rate of 84%. Lex is also in the Genesys AppFoundry
                                                           Marketplace category.

    Satisfaction Ratings                                                           Top Industries Represented
    Quality of Support                                                                                                  Computer Software                    6
                                                                 88%                                                    Information Technology and           3
                                                      Avg 91%                                                           Services
    Ease of Use                                                                                                         Banking                              2
                                                                 87%
                                                                                                                        Non-Profit Organization              2
                                                  Avg 90%                                                               Management
    Meets Requirements                                                                                                  Pharmaceuticals                      2
                                                                 90%
                                                      Avg 91%
    Ease of Admin
                                                                 81%
                                                 Avg 89%
    Ease of Doing Business With
                                                                 87%
                                                       Avg 93%
    Ease of Setup
                                                                 83%
                                                 Avg 89%

     Ownership                   HQ Location          Year Founded               Total Revenue             Employees (Listed            Company Website
 Amazon Web Services             Seattle, WA              2006                 $177,866 (USD MM)             On Linkedin)               aws.amazon.com
       (AWS)                                                                                                   132,240

© 2022 G2, Inc. All rights reserved.                                                                                                                               37
Grid® Report for Bot Platforms | Winter 2023

                               Gupshup
                                4.2                 (15)        Gupshup has been named a Contender product based on having a relatively low customer
                                                                Satisfaction score and large Market Presence compared to the rest of the category. While they
                                                                may have positive reviews, they do not have enough reviews to validate those ratings. 91% of users
                                                                rated it 4 or 5 stars, 63% of users believe it is headed in the right direction, and users said they
                                                                would be likely to recommend Gupshup at a rate of 85%. Gupshup is also in the Conversational
                                                                Marketing, Communication Platform as a Service, and Conversational Support categories.

    Satisfaction Ratings                                                               Top Industries Represented
    Quality of Support                                                                                                    Food & Beverages                    2
                                                                      84%
                                                                                                                          Food Production                     2
                                                           Avg 91%
    Ease of Use                                                                                                           Information Technology and          2
                                                                                                                          Services
                                                                      79%
                                                                                                                          Computer Software                   1
                                                        Avg 90%
    Meets Requirements                                                                                                    Cosmetics                           1
                                                                      84%
                                                           Avg 91%
    Ease of Admin
                                                                      91%
                                                        Avg 89%
    Ease of Doing Business With
                                                                      97%
                                                            Avg 93%
    Ease of Setup
                                                                      83%
                                                        Avg 89%

          Ownership                     HQ Location                    Year Founded                   Employees (Listed                Company Website
           Gupshup                     San Francisco,                      2004                         On Linkedin)                   www.gupshup.io
                                         California                                                         787

© 2022 G2, Inc. All rights reserved.                                                                                                                              38
Grid® Report for Bot Platforms | Winter 2023

                                 Pega Platform
                                  4.2                     (257)       Pega Platform has been named a Contender product based on having a relatively low customer Satisfaction score and large
                                                                      Market Presence compared to the rest of the category. While they may have positive reviews, they do not have enough
                                                                      reviews to validate those ratings. 50% of users rated it 4 or 5 stars, 71% of users believe it is headed in the right direction,
                                                                      and users said they would be likely to recommend Pega Platform at a rate of 71%. Pega Platform is also in the Application
                                                                      Development Platforms, Warranty Management, Workplace Innovation Platforms, Customer Journey Analytics, Robotic
                                                                      Process Automation (RPA), Low-Code Development Platforms, Business Process Management, Field Service Management,
                                                                      Process Mining, Digital Process Automation (DPA), and Workflow Management categories.

    Satisfaction Ratings                                                                            Top Industries Represented
    Quality of Support                                                                                                                           Information Technology and                     2
                                                                                                                                                 Services
                                                                           82%
                                                                                                                                                 Insurance                                      2
                                                               Avg 91%
    Ease of Use                                                                                                                                  Accounting                                      1
                                                                           89%
                                                                                                                                                 Computer Hardware                               1
                                                              Avg 90%
    Meets Requirements                                                                                                                           Computer Software                               1
                                                                           86%
                                                               Avg 91%
    Ease of Admin
                                                                           N/A
                                                             Avg 89%
    Ease of Doing Business With
                                                                           N/A
                                                                Avg 93%
    Ease of Setup
                                                                           N/A
                                                             Avg 89%

 *N/A is displayed when fewer than five responses were received for the question.

       Ownership                   HQ Location                 Year Founded                     Total Revenue                     Employees (Listed                   Company Website
      Pegasystems                 Cambridge, MA                    1983                         $1,018 (USD MM)                     On Linkedin)                       www.pega.com
                                                                                                                                       6,307

© 2022 G2, Inc. All rights reserved.                                                                                                                                                                 39
Grid® Report for Bot Platforms | Winter 2023

                                 SAP Conversational AI
                                  4.7                     (12)        SAP Conversational AI has been named a Contender product based on having a relatively low
                                                                      customer Satisfaction score and large Market Presence compared to the rest of the category.
                                                                      While they may have positive reviews, they do not have enough reviews to validate those ratings.
                                                                      100% of users rated it 4 or 5 stars, 80% of users believe it is headed in the right direction, and
                                                                      users said they would be likely to recommend SAP Conversational AI at a rate of 93%.

    Satisfaction Ratings                                                                     Top Industries Represented
    Quality of Support                                                                                                          Computer Software                   2
                                                                            84%                                                 Information Technology and          2
                                                                 Avg 91%                                                        Services
    Ease of Use                                                                                                                 Architecture & Planning              1
                                                                            84%
                                                                                                                                Automotive                           1
                                                              Avg 90%
    Meets Requirements                                                                                                          Computer & Network Security          1
                                                                            88%
                                                                 Avg 91%
    Ease of Admin
                                                                            N/A
                                                             Avg 89%
    Ease of Doing Business With
                                                                            N/A
                                                                  Avg 93%
    Ease of Setup
                                                                            N/A
                                                             Avg 89%

 *N/A is displayed when fewer than five responses were received for the question.

       Ownership                   HQ Location                   Year Founded             Total Revenue             Employees (Listed           Company Website
         SAP                        Walldorf                         1972                $27,338 (USD MM)             On Linkedin)               www.sap.com
                                                                                                                         128,153

© 2022 G2, Inc. All rights reserved.                                                                                                                                     40
Grid® Report for Bot Platforms | Winter 2023

                                 Teneo Platform
                                  4.5                     (12)        Teneo Platform has been named a Contender product based on having a relatively low customer
                                                                      Satisfaction score and large Market Presence compared to the rest of the category. While they
                                                                      may have positive reviews, they do not have enough reviews to validate those ratings. 100% of
                                                                      users rated it 4 or 5 stars, 83% of users believe it is headed in the right direction, and users said
                                                                      they would be likely to recommend Teneo Platform at a rate of 89%.

    Satisfaction Ratings                                                                      Top Industries Represented
    Quality of Support                                                                                                            Computer Software                     2
                                                                            88%                                                   Information Technology and            2
                                                                 Avg 91%                                                          Services
    Ease of Use                                                                                                                   Accounting                            1
                                                                            84%
                                                                                                                                  Airlines/ Aviation                    1
                                                              Avg 90%
    Meets Requirements                                                                                                            Architecture & Planning               1
                                                                            88%
                                                                 Avg 91%
    Ease of Admin
                                                                            N/A
                                                             Avg 89%
    Ease of Doing Business With
                                                                            N/A
                                                                  Avg 93%
    Ease of Setup
                                                                            N/A
                                                             Avg 89%

 *N/A is displayed when fewer than five responses were received for the question.

          Ownership                        HQ Location                        Year Founded                   Employees (Listed                  Company Website
      Artificial Solutions               Barcelona, Spain                         2001                         On Linkedin)                  artificial-solutions.com
                                                                                                                   106

© 2022 G2, Inc. All rights reserved.                                                                                                                                          41
Grid® Report for Bot Platforms | Winter 2023

                               Azure Bot Service
                                4.0            (16)        Azure Bot Service has been named a Contender product based on having a relatively low customer
                                                           Satisfaction score and large Market Presence compared to the rest of the category. While they
                                                           may have positive reviews, they do not have enough reviews to validate those ratings. 87% of
                                                           users rated it 4 or 5 stars, 78% of users believe it is headed in the right direction, and users said
                                                           they would be likely to recommend Azure Bot Service at a rate of 81%.

    Satisfaction Ratings                                                           Top Industries Represented
    Quality of Support                                                                                                Computer Software                   5
                                                                 75%                                                  Information Technology and          3
                                                      Avg 91%                                                         Services
    Ease of Use                                                                                                       Financial Services                  2
                                                                 86%
                                                                                                                      Retail                              2
                                                  Avg 90%
    Meets Requirements                                                                                                Consumer Goods                       1
                                                                 88%
                                                      Avg 91%
    Ease of Admin
                                                                 80%
                                                 Avg 89%
    Ease of Doing Business With
                                                                 86%
                                                       Avg 93%
    Ease of Setup
                                                                 77%
                                                 Avg 89%

       Ownership                 HQ Location          Year Founded              Total Revenue             Employees (Listed           Company Website
       Microsoft                Redmond, WA               1975                $143,015 (USD MM)             On Linkedin)               microsoft.com
                                                                                                              232,950

© 2022 G2, Inc. All rights reserved.                                                                                                                           42
Grid® Report for Bot Platforms | Winter 2023

                               ChatBot
                                4.5              (18)        ChatBot has been named a Niche product based on having a relatively low Satisfaction score and
                                                             low Market Presence compared to the rest of the category. While they may have positive reviews,
                                                             they do not have enough reviews to validate those ratings. 93% of users rated it 4 or 5 stars, 100%
                                                             of users believe it is headed in the right direction, and users said they would be likely to
                                                             recommend ChatBot at a rate of 89%. ChatBot is also in the Chatbots category.

    Satisfaction Ratings                                                            Top Industries Represented
    Quality of Support                                                                                                 Information Technology and          3
                                                                                                                       Services
                                                                   94%
                                                                                                                       Retail                              3
                                                        Avg 91%
    Ease of Use                                                                                                        Banking                             2
                                                                   93%
                                                                                                                       Financial Services                  2
                                                    Avg 90%
    Meets Requirements                                                                                                 Internet                            2
                                                                   94%
                                                        Avg 91%
    Ease of Admin
                                                                   86%
                                                   Avg 89%
    Ease of Doing Business With
                                                                   90%
                                                         Avg 93%
    Ease of Setup
                                                                   84%
                                                   Avg 89%

       Ownership                 HQ Location            Year Founded              Total Revenue            Employees (Listed           Company Website
        LiveChat                 Lower Silesia              2002                  $89 (USD MM)               On Linkedin)               livechatinc.com
                                                                                                                 288

© 2022 G2, Inc. All rights reserved.                                                                                                                           43
Grid® Report for Bot Platforms | Winter 2023

                               Engagely.ai
                                4.4                  (17)        Engagely.ai has been named a Niche product based on having a relatively low Satisfaction score and low
                                                                 Market Presence compared to the rest of the category. While they may have positive reviews, they do not
                                                                 have enough reviews to validate those ratings. 100% of users rated it 4 or 5 stars, 100% of users believe it is
                                                                 headed in the right direction, and users said they would be likely to recommend Engagely.ai at a rate of 88%.
                                                                 Engagely.ai is also in the Intelligent Virtual Assistants, Customer Communications Management, Live Chat,
                                                                 Conversational Support, Customer Self-Service, Proactive Notification, and Conversational Marketing
                                                                 categories.

    Satisfaction Ratings                                                                   Top Industries Represented
    Quality of Support                                                                                                           Education Management                    2
                                                                       89%
                                                                                                                                 Financial Services                      2
                                                            Avg 91%
    Ease of Use                                                                                                                  Accounting                               1
                                                                       88%
                                                                                                                                 Computer Software                        1
                                                        Avg 90%
    Meets Requirements                                                                                                           Consumer Services                        1
                                                                       86%
                                                            Avg 91%
    Ease of Admin
                                                                       81%
                                                        Avg 89%
    Ease of Doing Business With
                                                                       94%
                                                             Avg 93%
    Ease of Setup
                                                                       74%
                                                        Avg 89%

         Ownership                     HQ Location                       Year Founded                      Employees (Listed                    Company Website
         Engagely.ai                     Watford                             2012                            On Linkedin)                         engagely.ai
                                                                                                                  73

© 2022 G2, Inc. All rights reserved.                                                                                                                                          44
Grid® Report for Bot Platforms | Winter 2023

                               Collect.chat
                                4.7                  (13)        Collect.chat has been named a Niche product based on having a relatively low Satisfaction
                                                                 score and low Market Presence compared to the rest of the category. While they may have
                                                                 positive reviews, they do not have enough reviews to validate those ratings. 100% of users
                                                                 rated it 4 or 5 stars, 100% of users believe it is headed in the right direction, and users said they
                                                                 would be likely to recommend Collect.chat at a rate of 95%.

    Satisfaction Ratings                                                                Top Industries Represented
    Quality of Support                                                                                                      Internet                            3
                                                                       91%
                                                                                                                            Marketing and Advertising           3
                                                            Avg 91%
    Ease of Use                                                                                                             Consumer Services                   1
                                                                       91%
                                                                                                                            E-Learning                          1
                                                        Avg 90%
    Meets Requirements                                                                                                      Hospitality                         1
                                                                       91%
                                                            Avg 91%
    Ease of Admin
                                                                       96%
                                                       Avg 89%
    Ease of Doing Business With
                                                                       96%
                                                             Avg 93%
    Ease of Setup
                                                                       100%
                                                       Avg 89%

         Ownership                     HQ Location                      Year Founded                   Employees (Listed                  Company Website
         Collect.chat                  Newark, DE                           2017                         On Linkedin)                       collect.chat
                                                                                                              2

© 2022 G2, Inc. All rights reserved.                                                                                                                                45
Grid® Report for Bot Platforms | Winter 2023

                                 Manybot
                                  4.5                     (11)        Manybot has been named a Niche product based on having a relatively low Satisfaction score
                                                                      and low Market Presence compared to the rest of the category. While they may have positive
                                                                      reviews, they do not have enough reviews to validate those ratings. 100% of users rated it 4 or 5
                                                                      stars, 33% of users believe it is headed in the right direction, and users said they would be likely
                                                                      to recommend Manybot at a rate of 89%.

    Satisfaction Ratings                                                                     Top Industries Represented
    Quality of Support                                                                                                          Computer Software                   3
                                                                            N/A                                                 Information Technology and          3
                                                                 Avg 91%                                                        Services
    Ease of Use                                                                                                                 Non-Profit Organization             2
                                                                                                                                Management
                                                                            86%
                                                                                                                                Airlines/ Aviation                  1
                                                                 Avg 90%
    Meets Requirements                                                                                                          Luxury Goods & Jewelry              1
                                                                            80%
                                                                 Avg 91%
    Ease of Admin
                                                                            N/A
                                                             Avg 89%
    Ease of Doing Business With
                                                                            N/A
                                                                  Avg 93%
    Ease of Setup
                                                                            N/A
                                                             Avg 89%

 *N/A is displayed when fewer than five responses were received for the question.

              Ownership                                 HQ Location                            Employees (Listed                         Company Website
               Manybot                                Lisbon, Portugal                           On Linkedin)                              manybot.io
                                                                                                      2

© 2022 G2, Inc. All rights reserved.                                                                                                                                    46
Grid® Report for Bot Platforms | Winter 2023

                               BotStar
                                3.4                 (20)       BotStar has been named a Niche product based on having a relatively low Satisfaction score
                                                               and low Market Presence compared to the rest of the category. While they may have positive
                                                               reviews, they do not have enough reviews to validate those ratings. 74% of users rated it 4 or 5
                                                               stars, 93% of users believe it is headed in the right direction, and users said they would be
                                                               likely to recommend BotStar at a rate of 67%.

    Satisfaction Ratings                                                             Top Industries Represented
    Quality of Support                                                                                                  Marketing and Advertising         5
                                                                     82%
                                                                                                                        Computer Software                 2
                                                         Avg 91%
    Ease of Use                                                                                                         Information Technology and        2
                                                                                                                        Services
                                                                     86%
                                                                                                                        Airlines/ Aviation                1
                                                         Avg 90%
    Meets Requirements                                                                                                  Apparel & Fashion                 1
                                                                     88%
                                                         Avg 91%
    Ease of Admin
                                                                     79%
                                                         Avg 89%
    Ease of Doing Business With
                                                                     73%
                                                           Avg 93%
    Ease of Setup
                                                                     83%
                                                         Avg 89%

         Ownership                       HQ Location                  Year Founded                  Employees (Listed                Company Website
       BotStar PTE LTD                 Da Nang, Danang                    2017                        On Linkedin)                     botstar.com
                                                                                                           18

© 2022 G2, Inc. All rights reserved.                                                                                                                          47
Grid® Report for Bot Platforms | Winter 2023

                               Odus
                                3.6                     (16)        Odus has been named a Niche product based on having a relatively low Satisfaction score and
                                                                    low Market Presence compared to the rest of the category. While they may have positive
                                                                    reviews, they do not have enough reviews to validate those ratings. 73% of users rated it 4 or 5
                                                                    stars, 86% of users believe it is headed in the right direction, and users said they would be
                                                                    likely to recommend Odus at a rate of 71%.

    Satisfaction Ratings                                                                  Top Industries Represented
    Quality of Support                                                                                                       Marketing and Advertising         3
                                                                          83%
                                                                                                                             Computer Software                  1
                                                               Avg 91%
    Ease of Use                                                                                                              E-Learning                         1
                                                                          68%
                                                                                                                             Fund-Raising                       1
                                                               Avg 90%
    Meets Requirements                                                                                                       Health, Wellness and Fitness       1
                                                                          81%
                                                               Avg 91%
    Ease of Admin
                                                                          76%
                                                           Avg 89%
    Ease of Doing Business With
                                                                          83%
                                                                Avg 93%
    Ease of Setup
                                                                          77%
                                                           Avg 89%

          Ownership                       HQ Location                      Year Founded                  Employees (Listed                Company Website
           Odus Inc.                   Palo Alto, California                   2018                        On Linkedin)                       odus.ai
                                                                                                                5

© 2022 G2, Inc. All rights reserved.                                                                                                                                48
Grid® Report for Bot Platforms | Winter 2023

Satisfaction Ratings for Bot Platforms
G2 reviewers rated software sellers’ ability to satisfy their needs as shown in the table below.

                                       Satisfaction                                   Satisfaction by Category                             Net Promoter Score (NPS)

                                                                                              Ease of
                                               Product
                          Likelihood to                            Meets          Ease of      Doing      Quality of    Ease of    Ease    Net Promoter Score (NPS)
                                             Going in Right
                          Recommend                             Requirements      Admin      Business     Support        Setup    of Use   (Range from -100 to +100)
                                              Direction?
                                                                                               With

 Kore.AI                       96%                95%                94%            93%         95%         94%          94%       97%                87

 IBM Watson
                               87%                91%                88%            82%         86%          81%         84%       87%                56
 Assistant

 Qualified                     98%                100%               96%            96%         99%         99%          94%       95%                98

 Haptik                        90%                97%                86%            91%         95%         92%          89%       91%                73

 Manychat                      92%                94%                92%            94%         94%         88%          94%       91%                76

 Drift                         86%                87%                87%            87%         90%         88%          85%       86%                56

 yellow.ai                     89%                90%                85%            84%         87%          87%         88%       91%                63

 Verloop.io                    96%                96%                93%            92%         95%         95%          95%       95%                87

 Signals                       99%                95%                98%            97%        100%         100%         94%       98%                98

 Laiye                         93%                94%                91%            89%         98%          97%         91%       90%                79

 Chatfuel                      91%                87%                91%           90%          93%         88%          86%       91%                70

 Google Cloud
                               87%                91%                90%            88%         89%         83%          87%       86%                47
 Dialogflow

 Spectrm                       93%                86%                91%            94%         93%         95%          92%       91%                77

 TARS                          94%                88%                90%            95%         96%          97%         94%       94%                80

 IDETA                         92%                100%               94%           90%          93%         94%          96%       92%                75

                                                      (Satisfaction Ratings for Bot Platforms continues on next page)

*N/A is displayed when fewer than five responses were received for the question.
**Net Promoter Score ranges from -100 to +100

© 2022 G2, Inc. All rights reserved.                                                                                                                              49
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