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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

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.

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2441 Listings in Emerging AI Software Available
(447)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
    • 28% 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
    25,575 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
  • 28% 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
25,575 Twitter followers
LinkedIn® Page
www.linkedin.com
847 employees on LinkedIn®
Product Avatar Image
Product Description

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  • Overview
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  • 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
    2,417,645 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
2,417,645 Twitter followers
LinkedIn® Page
www.linkedin.com
46,062 employees on LinkedIn®
Ownership
NVDA
Product Avatar Image
Product Description
Product Avatar Image
Product Description
Product Avatar Image
Product Description
Product Description
Product Description
  • 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®
Product Avatar Image
Product Description
Product Description
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®
Product Avatar Image
Product Description
  • 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®
(8)4.7 out of 5
Optimized for quick response
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.

    Coder is the AI software development company leading the future of autonomous coding. Coder helps teams build fast, stay secure, and scale with control by combining AI coding agents and human develope

    Users
    No information available
    Industries
    • Computer Software
    Market Segment
    • 50% Mid-Market
    • 25% Enterprise
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Coder 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
    5
    Community Support
    2
    Comprehensive Information
    2
    Customer Support
    2
    Customization
    2
    Cons
    Lack of Features
    2
    Compatibility Issues
    1
    Difficult Setup
    1
    Internet Connectivity
    1
    Internet Requirement
    1
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Coder
    Company Website
    Year Founded
    2017
    HQ Location
    Austin, Texas, United States
    LinkedIn® Page
    linkedin.com
    528 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Coder is the AI software development company leading the future of autonomous coding. Coder helps teams build fast, stay secure, and scale with control by combining AI coding agents and human develope

Users
No information available
Industries
  • Computer Software
Market Segment
  • 50% Mid-Market
  • 25% Enterprise
Coder 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
5
Community Support
2
Comprehensive Information
2
Customer Support
2
Customization
2
Cons
Lack of Features
2
Compatibility Issues
1
Difficult Setup
1
Internet Connectivity
1
Internet Requirement
1
Seller Details
Seller
Coder
Company Website
Year Founded
2017
HQ Location
Austin, Texas, United States
LinkedIn® Page
linkedin.com
528 employees on LinkedIn®