Introducing G2.ai, the future of software buying.Try now

Best Emerging AI Software - Page 3

Blue Bowen
BB
Researched and written by Blue Bowen

Emerging AI software represents innovative, AI-first solutions that extend beyond traditional AI classifications and existing G2 categories. These products leverage advanced generative AI, agentic AI capabilities, machine learning (ML), deep learning, and related technologies to address novel challenges and create unique user experiences.

Emerging AI software is widely applied across industries and drives digital transformation through real-time data analytics, predictive modeling, and automated decision-making. These tools often integrate with technologies like conversational intelligence software, natural language processing (NLP) software, and computer vision to enhance their impact.

To qualify for inclusion in the Emerging AI category, a product must:

Be built on AI-first principles, with ML or deep learning at its core
Offer innovative functionalities or applications that go beyond existing AI categories
Show More
Show Less

Best Emerging AI Software At A Glance

Best Free Software:

G2 takes pride in showing unbiased reviews on user satisfaction in our ratings and reports. We do not allow paid placements in any of our ratings, rankings, or reports. Learn about our scoring methodologies.

Coming Soon
Get Trending Emerging AI Software Products in Your Inbox

A weekly snapshot of rising stars, new launches, and what everyone's buzzing about.

Sample Trending Products Newsletter
No filters applied
6000 Listings in Emerging AI Software Available
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    ObfusCat generates private code for businesses, protecting your IP and keeping your codebase secure.

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 100% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • ObfusCat Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    1
    Easy Integrations
    1
    Helpful
    1
    Useful
    1
    User Interface
    1
    Cons
    Prompt Issues
    1
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    ObfusCat
    HQ Location
    N/A
    LinkedIn® Page
    www.linkedin.com
    1 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

ObfusCat generates private code for businesses, protecting your IP and keeping your codebase secure.

Users
No information available
Industries
No information available
Market Segment
  • 100% Small-Business
ObfusCat Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
1
Easy Integrations
1
Helpful
1
Useful
1
User Interface
1
Cons
Prompt Issues
1
Seller Details
Seller
ObfusCat
HQ Location
N/A
LinkedIn® Page
www.linkedin.com
1 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Replenit is the AI decision and action engine behind your retention, acting like an individual AI CRM manager for every single customer you have. Most retailers still rely on static flows and broad

    Users
    No information available
    Industries
    • Retail
    • Cosmetics
    Market Segment
    • 50% Small-Business
    • 33% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Replenit Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    18
    Customer Support
    16
    Automation
    13
    Features
    8
    Features Variety
    7
    Cons
    Complex Usability
    2
    Feature Limitations
    2
    Limited Flexibility
    2
    Campaign Management Issues
    1
    Dashboard Issues
    1
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Replenit
    Company Website
    Year Founded
    2025
    HQ Location
    Warszawa,, PL
    LinkedIn® Page
    www.linkedin.com
    14 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Replenit is the AI decision and action engine behind your retention, acting like an individual AI CRM manager for every single customer you have. Most retailers still rely on static flows and broad

Users
No information available
Industries
  • Retail
  • Cosmetics
Market Segment
  • 50% Small-Business
  • 33% Mid-Market
Replenit Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
18
Customer Support
16
Automation
13
Features
8
Features Variety
7
Cons
Complex Usability
2
Feature Limitations
2
Limited Flexibility
2
Campaign Management Issues
1
Dashboard Issues
1
Seller Details
Seller
Replenit
Company Website
Year Founded
2025
HQ Location
Warszawa,, PL
LinkedIn® Page
www.linkedin.com
14 employees on LinkedIn®

This is how G2 Deals can help you:

  • Easily shop for curated – and trusted – software
  • Own your own software buying journey
  • Discover exclusive deals on software
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    SD Elements is an award-winning platform that translates policies to prescriptive, measurable procedures that are used by IT and Engineering teams to achieve their security and compliance objectives.

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 50% Enterprise
    • 50% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • SD Elements Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Automation
    1
    Ease of Use
    1
    Easy Integrations
    1
    Features
    1
    Investigation Management
    1
    Cons
    Inadequate Security
    1
    Limited Functionality
    1
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    2004
    HQ Location
    Toronto, Ontario, Canada
    Twitter
    @securitycompass
    1,227 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    266 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

SD Elements is an award-winning platform that translates policies to prescriptive, measurable procedures that are used by IT and Engineering teams to achieve their security and compliance objectives.

Users
No information available
Industries
No information available
Market Segment
  • 50% Enterprise
  • 50% Mid-Market
SD Elements Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Automation
1
Ease of Use
1
Easy Integrations
1
Features
1
Investigation Management
1
Cons
Inadequate Security
1
Limited Functionality
1
Seller Details
Year Founded
2004
HQ Location
Toronto, Ontario, Canada
Twitter
@securitycompass
1,227 Twitter followers
LinkedIn® Page
www.linkedin.com
266 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Vanna generates AI-powered SQL for your Snowflake Database.

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 50% Mid-Market
    • 50% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Vanna AI Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Accuracy of Responses
    2
    AI Advancements
    1
    Ease of Use
    1
    Memory Retention
    1
    Question Answering
    1
    Cons
    Complexity Issues
    1
    Inaccurate Results
    1
    Limited Multimedia Support
    1
    Poor Coding
    1
    Poor Interface Design
    1
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Vanna AI
    Year Founded
    2023
    HQ Location
    New York, US
    LinkedIn® Page
    www.linkedin.com
    3 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Vanna generates AI-powered SQL for your Snowflake Database.

Users
No information available
Industries
No information available
Market Segment
  • 50% Mid-Market
  • 50% Small-Business
Vanna AI Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Accuracy of Responses
2
AI Advancements
1
Ease of Use
1
Memory Retention
1
Question Answering
1
Cons
Complexity Issues
1
Inaccurate Results
1
Limited Multimedia Support
1
Poor Coding
1
Poor Interface Design
1
Seller Details
Seller
Vanna AI
Year Founded
2023
HQ Location
New York, US
LinkedIn® Page
www.linkedin.com
3 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    AI Code Converter generates code or natural language to another language code.

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 100% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • AI Code Converter Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Coding Assistance
    1
    Ease of Use
    1
    Efficiency
    1
    Language Support
    1
    Productivity Improvement
    1
    Cons
    Accuracy Issues
    1
    Inaccuracy
    1
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    HQ Location
    N/A
    LinkedIn® Page
    www.linkedin.com
    1 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

AI Code Converter generates code or natural language to another language code.

Users
No information available
Industries
No information available
Market Segment
  • 100% Small-Business
AI Code Converter Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Coding Assistance
1
Ease of Use
1
Efficiency
1
Language Support
1
Productivity Improvement
1
Cons
Accuracy Issues
1
Inaccuracy
1
Seller Details
HQ Location
N/A
LinkedIn® Page
www.linkedin.com
1 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    AI Humanize is a tool that turns AI text into human-like writing, helping users avoid AI detection. It works in three steps: paste AI-generated text, check AI content with 'AI Detect', and 'Humanize'

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 50% Enterprise
    • 50% Small-Business
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    HQ Location
    N/A
    LinkedIn® Page
    www.linkedin.com
    1 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

AI Humanize is a tool that turns AI text into human-like writing, helping users avoid AI detection. It works in three steps: paste AI-generated text, check AI content with 'AI Detect', and 'Humanize'

Users
No information available
Industries
No information available
Market Segment
  • 50% Enterprise
  • 50% Small-Business
Seller Details
HQ Location
N/A
LinkedIn® Page
www.linkedin.com
1 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Are you perhaps tired of being flagged by AI detectors? Convert AI text into human-like without manual editing. The AI Humanizer was specifically developed for humanize AI text, which also allows you

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 50% Mid-Market
    • 50% Small-Business
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    LinkedIn® Page
    www.linkedin.com
    1 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Are you perhaps tired of being flagged by AI detectors? Convert AI text into human-like without manual editing. The AI Humanizer was specifically developed for humanize AI text, which also allows you

Users
No information available
Industries
No information available
Market Segment
  • 50% Mid-Market
  • 50% Small-Business
Seller Details
LinkedIn® Page
www.linkedin.com
1 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    At present, there is a growing need for AI that can be used by incorporating it into the edge device side, instead of the conventional AI that is processed on the cloud side, such as deep learning. Th

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 100% Small-Business
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    AIsing
    Year Founded
    2016
    HQ Location
    港区, JP
    LinkedIn® Page
    www.linkedin.com
    12 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

At present, there is a growing need for AI that can be used by incorporating it into the edge device side, instead of the conventional AI that is processed on the cloud side, such as deep learning. Th

Users
No information available
Industries
No information available
Market Segment
  • 100% Small-Business
Seller Details
Seller
AIsing
Year Founded
2016
HQ Location
港区, JP
LinkedIn® Page
www.linkedin.com
12 employees on LinkedIn®
Entry Level Price:$99/Month +0.001 per r...
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Suggest IQ is Muvi’s AI-powered Recommendation Engine useful for website & mobile applications. Suggest IQ captures and analyzes user data to make accurate product/content recommendations in real

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 100% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Alie Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Personalization
    1
    Cons
    This product has not yet received any negative sentiments.
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Muvi
    Year Founded
    2013
    HQ Location
    Ashburn, Virginia
    LinkedIn® Page
    www.linkedin.com
    189 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Suggest IQ is Muvi’s AI-powered Recommendation Engine useful for website & mobile applications. Suggest IQ captures and analyzes user data to make accurate product/content recommendations in real

Users
No information available
Industries
No information available
Market Segment
  • 100% Small-Business
Alie Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Personalization
1
Cons
This product has not yet received any negative sentiments.
Seller Details
Seller
Muvi
Year Founded
2013
HQ Location
Ashburn, Virginia
LinkedIn® Page
www.linkedin.com
189 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Alternates.ai is a discovery and comparison platform for AI agents designed to help teams automate real business workflows—across sales, marketing, HR, customer support, and more. Instead of browsing

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 100% Small-Business
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    2025
    HQ Location
    N/A
    LinkedIn® Page
    linkedin.com
    1 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Alternates.ai is a discovery and comparison platform for AI agents designed to help teams automate real business workflows—across sales, marketing, HR, customer support, and more. Instead of browsing

Users
No information available
Industries
No information available
Market Segment
  • 100% Small-Business
Seller Details
Year Founded
2025
HQ Location
N/A
LinkedIn® Page
linkedin.com
1 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    An AI ebook creator and publishing software. All in one tool for publishers and entrepreneurs around the globe.

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 100% Small-Business
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    HQ Location
    N/A
    LinkedIn® Page
    www.linkedin.com
    1 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

An AI ebook creator and publishing software. All in one tool for publishers and entrepreneurs around the globe.

Users
No information available
Industries
No information available
Market Segment
  • 100% Small-Business
Seller Details
HQ Location
N/A
LinkedIn® Page
www.linkedin.com
1 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    AV2.0 is Wayve's next-generation autonomous vehicle technology, designed to deliver adaptable and scalable self-driving solutions. By leveraging end-to-end deep learning and a camera-first sensing sui

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 100% Mid-Market
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Wayve
    HQ Location
    London, GB
    LinkedIn® Page
    www.linkedin.com
    306 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

AV2.0 is Wayve's next-generation autonomous vehicle technology, designed to deliver adaptable and scalable self-driving solutions. By leveraging end-to-end deep learning and a camera-first sensing sui

Users
No information available
Industries
No information available
Market Segment
  • 100% Mid-Market
Seller Details
Seller
Wayve
HQ Location
London, GB
LinkedIn® Page
www.linkedin.com
306 employees on LinkedIn®
Entry Level Price:Starting at $20.00
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Coffee is the AI-first CRM and Salesforce/HubSpot companion app that keeps your sales team selling. Automate contact creation & activity logging, meeting prep and follow up, and pipeline updates.

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 100% Small-Business
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Coffee
    Year Founded
    2024
    HQ Location
    Vancouver, US
    LinkedIn® Page
    www.linkedin.com
    228 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Coffee is the AI-first CRM and Salesforce/HubSpot companion app that keeps your sales team selling. Automate contact creation & activity logging, meeting prep and follow up, and pipeline updates.

Users
No information available
Industries
No information available
Market Segment
  • 100% Small-Business
Seller Details
Seller
Coffee
Year Founded
2024
HQ Location
Vancouver, US
LinkedIn® Page
www.linkedin.com
228 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Cortex Fabric automates composition, orchestration and delivery of intelligent, personalized and explainable predictions, processes, and applications with built-in visibility and control for implemen

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 100% Small-Business
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    2013
    HQ Location
    Austin, US
    Twitter
    @CognitiveScale
    3,859 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    30 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Cortex Fabric automates composition, orchestration and delivery of intelligent, personalized and explainable predictions, processes, and applications with built-in visibility and control for implemen

Users
No information available
Industries
No information available
Market Segment
  • 100% Small-Business
Seller Details
Year Founded
2013
HQ Location
Austin, US
Twitter
@CognitiveScale
3,859 Twitter followers
LinkedIn® Page
www.linkedin.com
30 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    DeckBird.ai is world’s first AI powered software platform that can help 10x the sharing power of presentations and ultimately drive more sales leads.

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 100% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Deckbird.ai Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Customer Support
    1
    Ease of Creation
    1
    Ease of Use
    1
    Easy Sharing
    1
    Team Collaboration
    1
    Cons
    This product has not yet received any negative sentiments.
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    LinkedIn® Page
    www.linkedin.com
    1 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

DeckBird.ai is world’s first AI powered software platform that can help 10x the sharing power of presentations and ultimately drive more sales leads.

Users
No information available
Industries
No information available
Market Segment
  • 100% Mid-Market
Deckbird.ai Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Customer Support
1
Ease of Creation
1
Ease of Use
1
Easy Sharing
1
Team Collaboration
1
Cons
This product has not yet received any negative sentiments.
Seller Details
LinkedIn® Page
www.linkedin.com
1 employees on LinkedIn®