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Best Emerging AI Software

Blue Bowen
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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
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Best Emerging AI Software At A Glance

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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.

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6000 Listings in Emerging AI Software Available
(448)4.5 out of 5
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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
    74
    Search Efficiency
    64
    Speed
    40
    Search Speed
    39
    Efficiency
    37
    Cons
    Expensive
    35
    Limitations
    22
    High Learning Curve
    21
    Search Functionality Issues
    19
    Learning Difficulty
    18
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    Year Founded
    2012
    HQ Location
    San Francisco, CA
    Twitter
    @algolia
    25,577 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    847 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
74
Search Efficiency
64
Speed
40
Search Speed
39
Efficiency
37
Cons
Expensive
35
Limitations
22
High Learning Curve
21
Search Functionality Issues
19
Learning Difficulty
18
Seller Details
Company Website
Year Founded
2012
HQ Location
San Francisco, CA
Twitter
@algolia
25,577 Twitter followers
LinkedIn® Page
www.linkedin.com
847 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
    • 59% Small-Business
    • 31% 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
    24 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
  • 59% Small-Business
  • 31% Mid-Market
Seller Details
Seller
Leo AI
Year Founded
2023
HQ Location
Cambridge, Massachusetts
LinkedIn® Page
www.linkedin.com
24 employees on LinkedIn®

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  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    First introduced in 2019, Megatron sparked a wave of innovation in the AI community, enabling researchers and developers to utilize the underpinnings of this library to further LLM advancements. Today

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 69% Small-Business
    • 19% 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
    2,420,180 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.

First introduced in 2019, Megatron sparked a wave of innovation in the AI community, enabling researchers and developers to utilize the underpinnings of this library to further LLM advancements. Today

Users
No information available
Industries
No information available
Market Segment
  • 69% Small-Business
  • 19% 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
2,420,180 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 is a creative management platform that covers your entire ad workflow. Unlike other tools that only handle one piece of the puzzle, Atria's AI lets you flow from ad ideation to generating assets

    Users
    No information available
    Industries
    • Marketing and Advertising
    Market Segment
    • 95% Small-Business
    • 5% 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
    23 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Atria is a creative management platform that covers your entire ad workflow. Unlike other tools that only handle one piece of the puzzle, Atria's AI lets you flow from ad ideation to generating assets

Users
No information available
Industries
  • Marketing and Advertising
Market Segment
  • 95% Small-Business
  • 5% Mid-Market
Seller Details
Seller
Atria AI
Company Website
HQ Location
New York, US
LinkedIn® Page
www.linkedin.com
23 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
    20 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
20 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
    59 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
59 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
    138 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
138 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®
  • 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®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Humanizer.org is an advanced AI humanizer, reshaping AI-generated content into engaging, authentic language. Through the analysis of countless data points, it emulates human conversational patterns, e

    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.

Humanizer.org is an advanced AI humanizer, reshaping AI-generated content into engaging, authentic language. Through the analysis of countless data points, it emulates human conversational patterns, e

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®
Entry Level Price:$299.00
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    SMS-iT (SE-Mi Sentient iT) is an advanced Agentic AI-powered RAAS (Results-as-a-Service) platform designed to automate and streamline business operations across sales, marketing, and management. U

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 75% Small-Business
    • 13% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • SMS-iT 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
    Effective
    3
    Automation
    2
    Efficiency
    2
    Customer Support
    1
    Cons
    UX Improvement
    2
    Complex Setup
    1
    Development Challenges
    1
    Missing Features
    1
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    SMS-iT
    Year Founded
    2022
    HQ Location
    San Francisco, US
    Twitter
    @smsit_ai
    150 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    11 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

SMS-iT (SE-Mi Sentient iT) is an advanced Agentic AI-powered RAAS (Results-as-a-Service) platform designed to automate and streamline business operations across sales, marketing, and management. U

Users
No information available
Industries
No information available
Market Segment
  • 75% Small-Business
  • 13% Mid-Market
SMS-iT 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
Effective
3
Automation
2
Efficiency
2
Customer Support
1
Cons
UX Improvement
2
Complex Setup
1
Development Challenges
1
Missing Features
1
Seller Details
Seller
SMS-iT
Year Founded
2022
HQ Location
San Francisco, US
Twitter
@smsit_ai
150 Twitter followers
LinkedIn® Page
www.linkedin.com
11 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Milestone leads global organizations through their movement towards GenAI adoption, taking them from the trial phase to the triumph phase. We provide the highest-resolution contribution data that d

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 71% Mid-Market
    • 29% Small-Business
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Milestone
    Year Founded
    1998
    HQ Location
    San Jose, CA
    Twitter
    @milestone
    60 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    524 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Milestone leads global organizations through their movement towards GenAI adoption, taking them from the trial phase to the triumph phase. We provide the highest-resolution contribution data that d

Users
No information available
Industries
No information available
Market Segment
  • 71% Mid-Market
  • 29% Small-Business
Seller Details
Seller
Milestone
Year Founded
1998
HQ Location
San Jose, CA
Twitter
@milestone
60 Twitter followers
LinkedIn® Page
www.linkedin.com
524 employees on LinkedIn®
  • 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
    No information available
    Market Segment
    • 60% Small-Business
    • 40% Mid-Market
  • 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
No information available
Market Segment
  • 60% Small-Business
  • 40% Mid-Market
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.

    BHuman.ai is an AI software that allows you to personalize videos at scale. It takes one template video (recorded by you or chosen from our library) and personalizes it to hundreds of custom videos by

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 80% Small-Business
    • 20% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • BHuman.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
    Video Creation
    4
    Efficiency Focus
    2
    Time-Saving
    2
    Work Simplification
    2
    AI Excellence
    1
    Cons
    Expensive Cost
    1
    Plan Limitations
    1
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    BHuman
    Year Founded
    2020
    HQ Location
    NYC, US
    LinkedIn® Page
    www.linkedin.com
    13 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

BHuman.ai is an AI software that allows you to personalize videos at scale. It takes one template video (recorded by you or chosen from our library) and personalizes it to hundreds of custom videos by

Users
No information available
Industries
No information available
Market Segment
  • 80% Small-Business
  • 20% Mid-Market
BHuman.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
Video Creation
4
Efficiency Focus
2
Time-Saving
2
Work Simplification
2
AI Excellence
1
Cons
Expensive Cost
1
Plan Limitations
1
Seller Details
Seller
BHuman
Year Founded
2020
HQ Location
NYC, US
LinkedIn® Page
www.linkedin.com
13 employees on LinkedIn®