2026 Best Software Awards are here!See the list

Best Emerging AI Software

Bijou Barry
BB
Researched and written by Bijou Barry

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

Featured Emerging AI Software At A Glance

Free Plan Available:
CData Connect AI
Sponsored
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.

No filters applied
6000 Listings in Emerging AI Software Available
(448)4.5 out of 5
Optimized for quick response
View top Consulting Services for Algolia
Save to My Lists
Entry Level Price:Free
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Algolia empowers businesses to deliver lightning-fast, AI-driven search and discovery experiences that convert. Trusted by over 18,000 companies and 500,000 developers, Algolia’s API-first platform ha

    Users
    • CTO
    • Software Engineer
    Industries
    • Computer Software
    • Retail
    Market Segment
    • 60% Small-Business
    • 29% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Algolia 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
    76
    Search Efficiency
    64
    Speed
    41
    Search Speed
    40
    Efficiency
    38
    Cons
    Expensive
    35
    Limitations
    22
    High Learning Curve
    21
    Limited Features
    19
    Search Functionality Issues
    19
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    Year Founded
    2012
    HQ Location
    San Francisco, CA
    Twitter
    @algolia
    25,555 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    852 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Algolia empowers businesses to deliver lightning-fast, AI-driven search and discovery experiences that convert. Trusted by over 18,000 companies and 500,000 developers, Algolia’s API-first platform ha

Users
  • CTO
  • Software Engineer
Industries
  • Computer Software
  • Retail
Market Segment
  • 60% Small-Business
  • 29% Mid-Market
Algolia 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
76
Search Efficiency
64
Speed
41
Search Speed
40
Efficiency
38
Cons
Expensive
35
Limitations
22
High Learning Curve
21
Limited Features
19
Search Functionality Issues
19
Seller Details
Company Website
Year Founded
2012
HQ Location
San Francisco, CA
Twitter
@algolia
25,555 Twitter followers
LinkedIn® Page
www.linkedin.com
852 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    "Leo is like a super-engineer who has been in my company since day one, read all the professional literature, and now stands behind my shoulder all day long.” Leo™ is the world’s first AI for Mec

    Users
    No information available
    Industries
    • Mechanical or Industrial Engineering
    Market Segment
    • 58% Small-Business
    • 33% Mid-Market
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Leo AI
    Year Founded
    2023
    HQ Location
    Cambridge, Massachusetts
    LinkedIn® Page
    www.linkedin.com
    26 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

"Leo is like a super-engineer who has been in my company since day one, read all the professional literature, and now stands behind my shoulder all day long.” Leo™ is the world’s first AI for Mec

Users
No information available
Industries
  • Mechanical or Industrial Engineering
Market Segment
  • 58% Small-Business
  • 33% Mid-Market
Seller Details
Seller
Leo AI
Year Founded
2023
HQ Location
Cambridge, Massachusetts
LinkedIn® Page
www.linkedin.com
26 employees on LinkedIn®
G2 Advertising
Sponsored
G2 Advertising
Get 2x conversion than Google Ads with G2 Advertising!
G2 Advertising places your product in premium positions on high-traffic pages and on targeted competitor pages to reach buyers at key comparison moments.
(12,436)4.7 out of 5
Optimized for quick response
View top Consulting Services for Miro
Save to My Lists
100% Off: Free forever
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Miro is the AI Innovation Workspace that brings teams and AI together to plan, co-create, and build the next big thing faster. Serving more than 100 million users across 250,000 customers, Miro empowe

    Users
    • Product Manager
    • Project Manager
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 39% Small-Business
    • 29% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Miro 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
    3,935
    Team Collaboration
    3,083
    Features
    2,368
    Real-time Collaboration
    2,159
    Real-Time Collaboration
    2,092
    Cons
    Missing Features
    1,375
    Board Management
    960
    Limited Features
    953
    Learning Curve
    893
    Slow Loading
    773
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Miro
    Company Website
    Year Founded
    2011
    HQ Location
    San Francisco, California
    Twitter
    @MiroHQ
    38,392 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    2,511 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Miro is the AI Innovation Workspace that brings teams and AI together to plan, co-create, and build the next big thing faster. Serving more than 100 million users across 250,000 customers, Miro empowe

Users
  • Product Manager
  • Project Manager
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 39% Small-Business
  • 29% Mid-Market
Miro 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
3,935
Team Collaboration
3,083
Features
2,368
Real-time Collaboration
2,159
Real-Time Collaboration
2,092
Cons
Missing Features
1,375
Board Management
960
Limited Features
953
Learning Curve
893
Slow Loading
773
Seller Details
Seller
Miro
Company Website
Year Founded
2011
HQ Location
San Francisco, California
Twitter
@MiroHQ
38,392 Twitter followers
LinkedIn® Page
www.linkedin.com
2,511 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Megatron-LM is an advanced framework developed by NVIDIA for training large-scale transformer-based language models. It is designed to efficiently handle models with hundreds of billions of parameters

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 72% Small-Business
    • 20% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Megatron-LM 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
    Performance Improvement
    16
    Ease of Use
    8
    Efficiency
    8
    Knowledge Access
    4
    Natural Language Processing
    4
    Cons
    Difficult Learning
    4
    Poor Documentation
    4
    High Resource Consumption
    3
    Bias
    2
    Complex Setup
    2
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    NVIDIA
    Year Founded
    1993
    HQ Location
    Santa Clara, CA
    Twitter
    @nvidia
    2,436,482 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    46,062 employees on LinkedIn®
    Ownership
    NVDA
Product Description
How are these determined?Information
This description is provided by the seller.

Megatron-LM is an advanced framework developed by NVIDIA for training large-scale transformer-based language models. It is designed to efficiently handle models with hundreds of billions of parameters

Users
No information available
Industries
No information available
Market Segment
  • 72% Small-Business
  • 20% Mid-Market
Megatron-LM 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
Performance Improvement
16
Ease of Use
8
Efficiency
8
Knowledge Access
4
Natural Language Processing
4
Cons
Difficult Learning
4
Poor Documentation
4
High Resource Consumption
3
Bias
2
Complex Setup
2
Seller Details
Seller
NVIDIA
Year Founded
1993
HQ Location
Santa Clara, CA
Twitter
@nvidia
2,436,482 Twitter followers
LinkedIn® Page
www.linkedin.com
46,062 employees on LinkedIn®
Ownership
NVDA
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Atria AI is an advanced platform designed to revolutionize the advertising workflow for marketing teams and creative professionals. By integrating artificial intelligence, Atria streamlines the proces

    Users
    No information available
    Industries
    • Marketing and Advertising
    Market Segment
    • 96% Small-Business
    • 4% Mid-Market
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Atria AI
    Company Website
    HQ Location
    New York, US
    LinkedIn® Page
    www.linkedin.com
    24 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Atria AI is an advanced platform designed to revolutionize the advertising workflow for marketing teams and creative professionals. By integrating artificial intelligence, Atria streamlines the proces

Users
No information available
Industries
  • Marketing and Advertising
Market Segment
  • 96% Small-Business
  • 4% Mid-Market
Seller Details
Seller
Atria AI
Company Website
HQ Location
New York, US
LinkedIn® Page
www.linkedin.com
24 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Phygital+ is an all-in-one AI workspace built specifically for creative professionals — designers, marketers, illustrators, 3D artists, and content creators. It brings together the power of over 30 to

    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.

Phygital+ is an all-in-one AI workspace built specifically for creative professionals — designers, marketers, illustrators, 3D artists, and content creators. It brings together the power of over 30 to

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.

    AI2sql is an innovative, AI-powered platform designed to bridge the gap between human language and database query languages, primarily SQL. It empowers users, regardless of their technical expertise,

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 100% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • AI2sql 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
    AI Advancements
    5
    Time-saving
    5
    Ease of Use
    4
    User Interface
    3
    Accuracy of Responses
    2
    Cons
    UX Improvement
    2
    Poor Integration
    1
    System Unreliability
    1
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    AI2sql
    Year Founded
    2021
    HQ Location
    Jacksonville, US
    LinkedIn® Page
    www.linkedin.com
    1 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

AI2sql is an innovative, AI-powered platform designed to bridge the gap between human language and database query languages, primarily SQL. It empowers users, regardless of their technical expertise,

Users
No information available
Industries
No information available
Market Segment
  • 100% Small-Business
AI2sql 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
AI Advancements
5
Time-saving
5
Ease of Use
4
User Interface
3
Accuracy of Responses
2
Cons
UX Improvement
2
Poor Integration
1
System Unreliability
1
Seller Details
Seller
AI2sql
Year Founded
2021
HQ Location
Jacksonville, US
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.

    Nagent AI — Agent Marketplace Your on-demand library of expert-built AI agents. What it is The Nagent AI Agent Marketplace is a cloud-based catalog where you can discover, test, and deploy hundre

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 64% Small-Business
    • 27% Mid-Market
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Nagent AI
    Year Founded
    2024
    HQ Location
    Bengaluru, Karnataka, India
    LinkedIn® Page
    linkedin.com
    22 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Nagent AI — Agent Marketplace Your on-demand library of expert-built AI agents. What it is The Nagent AI Agent Marketplace is a cloud-based catalog where you can discover, test, and deploy hundre

Users
No information available
Industries
No information available
Market Segment
  • 64% Small-Business
  • 27% Mid-Market
Seller Details
Seller
Nagent AI
Year Founded
2024
HQ Location
Bengaluru, Karnataka, India
LinkedIn® Page
linkedin.com
22 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Precedent is a legal technology platform built specifically for personal injury law firms. Our tools streamline the most time-consuming parts of the settlement process—from claim setup and policy veri

    Users
    No information available
    Industries
    • Legal Services
    Market Segment
    • 82% Mid-Market
    • 18% Small-Business
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Precedent
    Year Founded
    2022
    HQ Location
    Charlotte, US
    LinkedIn® Page
    www.linkedin.com
    52 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Precedent is a legal technology platform built specifically for personal injury law firms. Our tools streamline the most time-consuming parts of the settlement process—from claim setup and policy veri

Users
No information available
Industries
  • Legal Services
Market Segment
  • 82% Mid-Market
  • 18% Small-Business
Seller Details
Seller
Precedent
Year Founded
2022
HQ Location
Charlotte, US
LinkedIn® Page
www.linkedin.com
52 employees on LinkedIn®
Entry Level Price:$29.00
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Write complete book manuscripts, generate 200+ page research reports with citations, transcribe video, create blog posts, chat and repurpose content for any audience powered by AI.

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 80% Small-Business
    • 20% Mid-Market
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    2025
    HQ Location
    Houston, US
    LinkedIn® Page
    www.linkedin.com
    2 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Write complete book manuscripts, generate 200+ page research reports with citations, transcribe video, create blog posts, chat and repurpose content for any audience powered by AI.

Users
No information available
Industries
No information available
Market Segment
  • 80% Small-Business
  • 20% Mid-Market
Seller Details
Year Founded
2025
HQ Location
Houston, US
LinkedIn® Page
www.linkedin.com
2 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Intelligent Media Search by Gyrus is an AI-powered solution that enables fast, accurate, and context-aware search across large video archives - without relying on manual tagging or metadata. Designed

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 44% Mid-Market
    • 33% Small-Business
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Gyrus AI
    Year Founded
    2018
    HQ Location
    Santa Clara, US
    Twitter
    @GyrusAI
    131 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    38 employees on LinkedIn®
    Phone
    +1(408) 393 3645
Product Description
How are these determined?Information
This description is provided by the seller.

Intelligent Media Search by Gyrus is an AI-powered solution that enables fast, accurate, and context-aware search across large video archives - without relying on manual tagging or metadata. Designed

Users
No information available
Industries
No information available
Market Segment
  • 44% Mid-Market
  • 33% Small-Business
Seller Details
Seller
Gyrus AI
Year Founded
2018
HQ Location
Santa Clara, US
Twitter
@GyrusAI
131 Twitter followers
LinkedIn® Page
www.linkedin.com
38 employees on LinkedIn®
Phone
+1(408) 393 3645
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Teamsmart.ai represents the next generation of AI assistants, built upon scientific research. It is designed to be accessible through a chat interface and a Chrome extension. Teamsmart boasts impressi

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 56% Small-Business
    • 33% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Teamsmart.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
    Useful
    5
    Ease of Use
    4
    Time-Saving
    4
    Versatile Use
    3
    Customer Support
    1
    Cons
    Slow Performance
    3
    AI Limitations
    2
    Cost
    1
    Repetitive Content
    1
  • 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.

Teamsmart.ai represents the next generation of AI assistants, built upon scientific research. It is designed to be accessible through a chat interface and a Chrome extension. Teamsmart boasts impressi

Users
No information available
Industries
No information available
Market Segment
  • 56% Small-Business
  • 33% Mid-Market
Teamsmart.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
Useful
5
Ease of Use
4
Time-Saving
4
Versatile Use
3
Customer Support
1
Cons
Slow Performance
3
AI Limitations
2
Cost
1
Repetitive Content
1
Seller Details
LinkedIn® Page
www.linkedin.com
1 employees on LinkedIn®
(9)4.6 out of 5
View top Consulting Services for Workday Platform
Save to My Lists
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    The Workday Platform is an AI-powered platform that unifies HR, financial, and operational data, enabling seamless planning, execution, and analysis. It improves decision-making, streamlines cross-tea

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 44% Enterprise
    • 44% Mid-Market
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Workday
    Year Founded
    2005
    HQ Location
    Pleasanton, CA
    Twitter
    @Workday
    52,217 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    26,836 employees on LinkedIn®
    Ownership
    NYSE:WDAY
Product Description
How are these determined?Information
This description is provided by the seller.

The Workday Platform is an AI-powered platform that unifies HR, financial, and operational data, enabling seamless planning, execution, and analysis. It improves decision-making, streamlines cross-tea

Users
No information available
Industries
No information available
Market Segment
  • 44% Enterprise
  • 44% Mid-Market
Seller Details
Seller
Workday
Year Founded
2005
HQ Location
Pleasanton, CA
Twitter
@Workday
52,217 Twitter followers
LinkedIn® Page
www.linkedin.com
26,836 employees on LinkedIn®
Ownership
NYSE:WDAY
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Turn URL to engaging AI product video ads with AI Ad Generator. Explore free AI avatars generator with lip sync, and access insights from AI ads library. #1 AI social media ad generator, easily creat

    Users
    No information available
    Industries
    • Logistics and Supply Chain
    Market Segment
    • 38% Mid-Market
    • 38% Enterprise
  • 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.

Turn URL to engaging AI product video ads with AI Ad Generator. Explore free AI avatars generator with lip sync, and access insights from AI ads library. #1 AI social media ad generator, easily creat

Users
No information available
Industries
  • Logistics and Supply Chain
Market Segment
  • 38% Mid-Market
  • 38% Enterprise
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.

    Arkham is a Data & AI Platform that helps mid-market and large enterprises: -Unify fragmented systems and data -Build a single source of trusted operational metrics -Solve complex challenges

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 100% Mid-Market
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Arkham
    Year Founded
    2023
    HQ Location
    Miami, US
    LinkedIn® Page
    www.linkedin.com
    32 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Arkham is a Data & AI Platform that helps mid-market and large enterprises: -Unify fragmented systems and data -Build a single source of trusted operational metrics -Solve complex challenges

Users
No information available
Industries
No information available
Market Segment
  • 100% Mid-Market
Seller Details
Seller
Arkham
Year Founded
2023
HQ Location
Miami, US
LinkedIn® Page
www.linkedin.com
32 employees on LinkedIn®