Best Emerging AI Software - Page 19

How Many Emerging AI Software Products Does G2 Track?

Total Products under this Category: 8,927

Category Stats (Oct 2026)

  • Average Rating: 4.66/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Narada AI (+22.12%) - Among all products in this category, Narada AI recorded the largest rating increase compared to last month

Last updated: October 12, 2026

How Does G2 Rank Emerging AI Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 46,600+ Authentic Reviews
  • 8,927+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

Stealthly

Stealthly is the most effective AI humanizer that provides solutions for humanizing AI text, enabling its authenticity to pass undetected and score a 100% human index. Leveraging advanced deep learning algorithms, it restructures AI-generated content, creating a 96% success rate in producing indistinguishable, plagiarism-free human writing. Stealthly not only aids academic writing but safeguards against Google penalties and ensures error-free, engaging content. It's adept at humanizing technical copy in multiple languages, offering a free trial before subscription. Trusted widely, Stealthly enhances online visibility, supports adherence to integrity, improves content readability, and simplifies writing processes by avoiding AI detection false positives.

Average Rating: 4.0/5.0

Total Reviews: 1

Who Is the Company Behind Stealthly?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Stealthly?

StoryBrand.ai

An AI tool powered by the proven StoryBrand messaging framework to help you create clear and compelling marketing content.

Average Rating: 4.5/5.0

Total Reviews: 1

Who Is the Company Behind StoryBrand.ai?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of StoryBrand.ai?

Strata

Strata builds context infrastructure for AI agents. Strata instantly turns any company URL into a structured, machine-readable Context Shell with 50+ strategic signals (positioning, competitors, ICPs, market dynamics, whitespace, SWOT, partnership fits, etc.) in under 2 minutes. Strata provides agent teams structured external competitive context layer reduces hallucinations and returns better downstream competitive reasoning.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind Strata?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Strata?

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Streamlit

Streamlit is an open-source Python framework that enables data scientists and machine learning engineers to transform data scripts into interactive web applications effortlessly. With just a few lines of code, users can create and deploy dynamic data apps without any front-end development experience. Streamlit's intuitive design and real-time feedback loop allow for rapid prototyping and iteration, making it an ideal tool for sharing data insights and models across teams and organizations. Key Features and Functionality: - Simplicity: Build and deploy data apps with minimal code, leveraging a straightforward API that integrates seamlessly with Python scripts. - Interactivity: Easily add interactive widgets like sliders, buttons, and text inputs to applications, enhancing user engagement without the need for complex backend development. - Real-Time Updates: Applications automatically update in response to code changes, facilitating an efficient development workflow. - Integration: Compatible with a wide range of Python libraries, including Pandas, NumPy, Matplotlib, and Scikit-learn, allowing for the incorporation of various data processing and visualization tools. - Deployment Options: Deploy apps publicly for free using Streamlit Community Cloud or opt for enterprise-grade deployment with Snowflake, offering flexibility based on project needs. Primary Value and Problem Solved: Streamlit addresses the challenge of quickly and effectively sharing data analyses and machine learning models by providing a platform that simplifies the creation of interactive web applications. It eliminates the need for extensive front-end development, enabling data professionals to focus on their core work while still delivering compelling, user-friendly applications. This accelerates the process of turning data insights into actionable tools, fostering better collaboration and decision-making within organizations.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind Streamlit?

  • Seller: Streamlit
  • Year Founded: 2018
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    31 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Streamlit?

SubSeq

SubSeq is the AI agent workspace for modern product teams—built to plan faster, organize smarter, and eliminate busywork. SubSeq plugs into Jira and GitHub to handle real product work: writing dev-ready tickets with actual project context, planning sprints based on team bandwidth, and updating roadmaps dynamically—all powered by agentic AI. It syncs with your tools and pulls live context from Slack messages, meeting notes, and product docs. Now Imagine this: Kim, a PM, just left a cross-functional meeting with sales, marketing, and engineering. Instead of spending the next two hours writing tickets and updating spreadsheets, she opens SubSeq. In seconds, it generates clean, detailed Jira tickets for every discussed feature—complete with descriptions, components, acceptance criteria, and test steps. She clicks once to assign them, and her sprint plan auto-adjusts based on her team’s actual bandwidth. As engineers make progress, SubSeq syncs updates back into Jira and flags potential delays. Kim doesn’t need to chase anyone down—she just logs in and sees exactly where everything stands. With SubSeq, automation has finally reached the management layer—saving up to 25% of your team’s time every week. Key Features: ✅ AI Ticket Writing: Turn Slack messages, meeting notes, and docs into scoped, dev-ready Jira tasks ✅ Sprint Planning: Plan based on real capacity—not guesses ✅ AI Bandwidth Tracking: Know your team’s limits and reallocate instantly ✅ Smart Roadmaps: Automatically updated with progress, blockers, and shifting priorities ✅ Bidirectional Sync: Live updates between Jira, GitHub, and Slack ✅ Zero Setup: Built for real workflows, not idealized ones Free to Start. No Credit Card Required. Try SubSeq with up to 3 teammates and 3 projects—completely free, forever. Upgrade only when your team is ready to scale.

Average Rating: 4.9/5.0

Total Reviews: 4

Who Is the Company Behind SubSeq?

  • Seller: SubSeq
  • Year Founded: 2023
  • HQ Location: N/A
  • LinkedIn® Page: www.linkedin.com
    2 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Medium, 50% Small

What Are Recent G2 Reviews of SubSeq?

Sumble

Sumble provides a sales intelligence platform that crawls the web for technographic and contact data.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind Sumble?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Sumble?

Sweep

Sweep is the agentic layer for enterprise systems, giving AI agents the context they need to understand, plan, and govern changes across platforms including Salesforce, ServiceNow, and Snowflake. By connecting discovery, design, build, and monitoring into one continuous workflow, Sweep helps teams compress enterprise transformation from months to days. Founded in 2021, Sweep is trusted by enterprises including Brex, Wix, LG Electronics, and SailPoint.

Average Rating: 4.9/5.0

Total Reviews: 38

Who Is the Company Behind Sweep?

  • Seller: Sweep
  • Company Website:
  • Year Founded: 2021
  • HQ Location: New York, US
  • Twitter: @sweep_io
    25 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    89 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 68% Medium, 26% Small

What Do G2 Reviewers Say About Sweep?

AI-generated summary from verified user reviews

Pros
  • Users are impressed by the quick and knowledgeable customer support that significantly enhances their experience with Sweep.
  • Users find Sweep’s platform notably easy to use, enhancing efficiency and allowing teams to regain control of their workflows.
  • Users value the user-friendly Salesforce integration by Sweep, making complex tasks manageable with exceptional support.
  • Users value the effective automations of Sweep, significantly streamlining processes and enhancing overall productivity.
  • Users value the automation capabilities of Sweep, significantly enhancing efficiency and simplifying complex processes.
Cons
  • Users face limitations in customization and automation ordering within Sweep, leading to challenges in functionality.
  • Users find limited customization in Sweep, needing Salesforce for advanced record creation and stage modifications.
  • Users find the limited features of Sweep frustrating, particularly the inability to change Opportunity Stage names or create records directly.
  • Users experience software bugs with Sweep, though responsive support aims to address issues quickly.
  • Users find the limited admin control frustrating, as they cannot create records or modify Opportunity Stage names directly.

What Are Recent G2 Reviews of Sweep?

SwiftERM

SwiftERM is autonomous individualisation software for ecommerce retailers. It uses each customer’s first-party browsing and transaction behaviour to predict which products that individual is most likely to buy next, and when the opportunity to purchase is strongest. SwiftERM then selects the products, assembles the email and sends it at the individual’s predicted time—without campaigns, customer segments or routine marketing-team intervention. It works alongside existing email and marketing platforms, pursuing additional repeat purchases from customers the retailer has already acquired. Across its clients, SwiftERM reports an average 10.26% increase in online turnover. Retailers can test the result against their own data through a free 30-day trial, with free installation, no lock-in and no requirement to replace their existing marketing systems.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind SwiftERM?

  • Seller: SwiftERM Limited
  • Year Founded: 2014
  • HQ Location: London, England, United Kingdom
  • Twitter: @swiftermglobal
    1,662 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    5 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of SwiftERM?

TranscribeTube

TranscribeTube is an AI-powered platform designed to convert YouTube videos and audio files into accurate text transcriptions. Supporting over 95 languages, it offers features like translation, AI summarization, and multi-format downloads, enabling users to repurpose content efficiently. With a transcription accuracy rate of up to 96%, TranscribeTube minimizes manual editing, allowing users to focus on content creation. Its intuitive interface and advanced capabilities make it a valuable tool for content creators, marketers, and researchers seeking to enhance accessibility and reach a global audience. Key Features and Functionality: - AI-Powered Transcription: Utilizes advanced AI technology to deliver high-accuracy transcriptions for videos and audio files. - Multi-Language Support: Supports transcription and translation in over 95 languages, facilitating global content reach. - AI Summarization: Generates concise summaries of lengthy videos, highlighting key insights for quick comprehension. - Speaker Identification: Accurately labels and distinguishes between different voices in a video, enhancing transcript clarity. - Multi-Format Export: Allows downloading of transcriptions in various formats, including plain text and subtitle files. - Integration API: Provides an API for seamless integration of transcription services into other applications or workflows. Primary Value and User Solutions: TranscribeTube addresses the challenge of extracting valuable information from video content by transforming it into accessible text. This enables users to edit, translate, summarize, and repurpose media efficiently, enhancing content accessibility and reach. By minimizing manual editing and supporting multiple languages, TranscribeTube empowers content creators, marketers, and researchers to engage a broader audience and maximize the impact of their video content.

Average Rating: 4.5/5.0

Total Reviews: 1

Who Is the Company Behind TranscribeTube?

Who Uses This Product?

  • Company Size: 200% Small

What Are Recent G2 Reviews of TranscribeTube?

Trio Mobil

Trio Mobil is an AI and IoT-powered industrial safety platform helping manufacturing, warehousing and logistics organizations prevent serious injuries and fatalities by detecting high-risk interactions, enabling real-time intervention, and providing SIF Exposure Intelligence. Its solutions combine AI vision, UWB proximity detection, zone controls, automatic forklift slowdown, fleet management and safety analytics. As a pioneer in AI and IoT-based Industrial Safety Solutions, Trio Mobil delivers innovative technologies for real-time risk detection and proactive safety management, enabling safer and smarter workplaces. With 1,000,000+ connected devices, we serve 2,000 industrial sites, providing turn-key solutions to multinational brands in 65 countries across 5 continents. Headquartered in the United States, Trio Mobil operates globally across Europe, MEA, and APAC, supported by branch offices, distributors, and comprehensive after-sales assistance. Our team of 250+ professionals, including 60+ dedicated to R&D, ensures that all intellectual property is developed and produced internally, delivering innovation and reliability worldwide.

Average Rating: 4.5/5.0

Total Reviews: 1

Who Is the Company Behind Trio Mobil?

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of Trio Mobil?

UNA

UNA is an AI-driven platform specializing in providing up-to-date and comprehensive information on Canadian immigration policies and programs. It serves as a valuable resource for individuals seeking to navigate the complexities of immigrating to Canada, offering timely news, detailed analyses, and expert insights. Key Features and Functionality: - Timely News Updates: UNA delivers the latest developments in Canadian immigration, including policy changes, program launches, and procedural adjustments. - In-Depth Analyses: The platform offers thorough examinations of immigration trends, helping users understand the implications of various policies. - Expert Insights: UNA provides professional perspectives on immigration matters, assisting users in making informed decisions. - Multilingual Support: Catering to a diverse audience, UNA offers content in multiple languages, including English and Chinese. Primary Value and User Solutions: UNA addresses the challenges faced by prospective immigrants by offering a centralized source of reliable and current information. By keeping users informed about the latest immigration policies and procedures, UNA empowers individuals to make well-informed decisions, thereby simplifying the immigration process and enhancing their chances of success.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind UNA?

Who Uses This Product?

  • Company Size: 100% Large

What Are Recent G2 Reviews of UNA?

Unabyss

Unabyss is a personal context layer for AI tools. It connects to a user's data sources - email, calendar, notes, documents, and professional tools - and aggregates that information into a structured context. This context is made available to AI assistants (Claude, ChatGPT, Cursor, and others) via MCP (Model Context Protocol), so the AI has accurate, up-to-date information about the user without requiring them to re-explain their background, projects, or preferences in each new conversation. Users install Unabyss once, connect their sources, and their AI tools automatically receive relevant context when needed. The context is user-owned and portable across any MCP-compatible AI application. Unabyss is designed for knowledge workers and developers who use multiple AI tools daily and want consistent, grounded responses across all of them.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind Unabyss?

  • Seller: Unabyss
  • Year Founded: 2026
  • HQ Location: Midtown, PL
  • LinkedIn® Page: www.linkedin.com
    7 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Unabyss?

Unifers AI

Lead Gen || Data Enrichment || Ai Agents for Nurturing and Messaging || Data Builder for any Use Case.

Average Rating: 4.5/5.0

Total Reviews: 1

Who Is the Company Behind Unifers AI?

  • Seller: Unifers
  • Year Founded: 2025
  • HQ Location: Delhi NCR, IN
  • LinkedIn® Page: www.linkedin.com
    14 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Unifers AI?

Unlucid AI

Unlucid AI is an innovative platform that empowers users to transform their creative ideas into reality through advanced artificial intelligence tools. Designed for individuals of all skill levels, it offers a user-friendly interface that simplifies the process of creating and editing images and videos. Whether you're looking to generate unique visuals from text prompts, enhance existing images, or apply dynamic effects to videos, Unlucid AI provides the necessary tools to bring your imagination to life. Key Features and Functionality: - Image Generation: Convert textual descriptions into vivid images across various artistic styles, including Realistic, Cartoon, 3D Render, Anime, and Pencil. - Image Editing: Utilize AI-powered tools to remove unwanted objects, add or replace elements, and modify clothing in photos, all without requiring advanced editing skills. - Video Effects: Apply over 15 dynamic effects to videos, such as Dance, Squish, Zoom, Smash, and Reveal, to enhance visual storytelling. - Video Generation: Create videos from text descriptions or enhance them with optional starting images, leveraging powerful video generation capabilities. - High-Resolution Upscaling: Enhance image quality by increasing resolution and refining details, ensuring professional-grade outputs. Primary Value and User Solutions: Unlucid AI addresses the challenge of creating high-quality visual content without the need for extensive technical expertise. By automating complex editing processes and offering intuitive tools, it enables users to produce professional-grade images and videos effortlessly. This democratization of content creation allows individuals and businesses to enhance their digital presence, engage audiences more effectively, and bring creative visions to life with ease.

Average Rating: 4.5/5.0

Total Reviews: 1

Who Is the Company Behind Unlucid AI?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Unlucid AI?

veo3

Veo 3 is an advanced AI-powered video generation platform developed by Google DeepMind, designed to transform text prompts into professional-grade videos with synchronized audio in mere seconds. Leveraging revolutionary V2A (Video-to-Audio) technology, Veo 3 ensures perfect alignment between visual content and corresponding audio elements, including dialogue, sound effects, and ambient sounds. This innovation enables users to produce broadcast-quality videos that are virtually indistinguishable from those created through traditional professional production methods. Key Features and Functionality: - AI-Powered Video Generation: Utilizes cutting-edge technology to convert text descriptions into high-quality videos with synchronized audio. - Professional Quality Output: Produces videos with realistic motion, natural lighting, and cinematic effects, supporting resolutions up to 4K. - V2A Audio Synchronization: Ensures perfect lip-sync precision and alignment of audio elements with visual content. - Rapid Processing: Delivers complete video productions with audio in under 30 seconds, significantly reducing production time. - Multilingual Support: Understands prompts in multiple languages and generates videos with dialogue in various languages, catering to a global user base. - Versatile Video Formats: Offers various aspect ratios and formats suitable for social media content, widescreen cinematic productions, and more. Primary Value and User Solutions: Veo 3 addresses the challenges of time-consuming and resource-intensive video production by providing a swift, cost-effective solution for creating high-quality videos. Its intuitive interface and advanced AI capabilities allow users—from content creators and marketers to educators and businesses—to generate professional videos without the need for extensive technical expertise or expensive equipment. By streamlining the video creation process, Veo 3 empowers users to bring their ideas to life efficiently, enhancing their storytelling and communication strategies.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind veo3?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of veo3?

Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 9, 2026