Best Emerging AI Software - Page 12

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.

AgentLed

AgentLed is an AI agent orchestration platform that helps teams design, run, and monitor reliable multi-step workflows powered by LLMs. Turn messy, manual work (research, scoring, outreach, document analysis, reporting) into repeatable pipelines with tools, memory, and human review where needed. Built for production: retries/fallbacks, cost controls, and observability.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind AgentLed?

  • Seller: AgentLed
  • Year Founded: 2024
  • HQ Location: Madrid, ES
  • Twitter: @agentledai
  • LinkedIn® Page: www.linkedin.com
    3 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of AgentLed?

AI Code Converter

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

Average Rating: 3.5/5.0

Total Reviews: 1

Who Is the Company Behind AI Code Converter?

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About AI Code Converter?

AI-generated summary from verified user reviews

Pros
  • Users value the coding assistance of AI Code Converter for its ease and efficiency in generating and converting code.
  • Users appreciate the ease of use of AI Code Converter, simplifying code generation and conversion effortlessly.
  • Users appreciate the efficiency of AI Code Converter, effortlessly generating and converting code in multiple languages.
  • Users value the language support, enabling easy and efficient code conversion across multiple programming languages.
  • Users value the productivity improvement provided by AI Code Converter, enabling efficient code conversion and automation.
Cons
  • Users report significant accuracy issues with complex codes, as the tool often struggles with intricate algorithms.
  • Users face a significant inaccuracy issue with AI Code Converter when handling complex codes and algorithms.

AI Humanize

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' to create undetectable content. It offers a free trial and various pricing plans for content creation and privacy.

Average Rating: 4.5/5.0

Total Reviews: 1

Who Is the Company Behind AI Humanize?

Who Uses This Product?

  • Company Size: 50% Small, 50% Large

What Are Recent G2 Reviews of AI Humanize?

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AI Scan24

AI Scan24 is a free, user-friendly tool designed to detect AI-generated content produced by large language models (LLMs) such as ChatGPT, Gemini, or Claude. By analyzing statistical patterns and writing styles, it assesses the likelihood that a given text was generated or rewritten by AI. Users can input any paragraph or entire essay, and within seconds, receive an evaluation indicating how closely the text resembles machine-generated content. The tool operates without requiring sign-ups, ensuring immediate access and ease of use. Key Features and Functionality: - AI Text Detection: Identifies AI-generated content by examining writing patterns, repetitions, and filler words characteristic of LLMs. - Similarity Assessment: Provides a percentage score indicating the resemblance of the input text to AI-generated content, with guidelines to interpret the results. - Data Privacy: Ensures maximum data protection by not storing or sharing entered texts; all inputs are evaluated on secure servers and immediately deleted post-assessment. - No Registration Required: Offers free access without the need for user registration, facilitating quick and straightforward usage. Primary Value and User Solutions: AI Scan24 addresses the growing need to distinguish between human-written and AI-generated content, providing users with a reliable method to verify the authenticity of textual materials. This is particularly valuable for educators, content creators, and professionals who require assurance regarding the originality of written work. By offering a fast, accurate, and privacy-conscious solution, AI Scan24 empowers users to maintain content integrity in an era increasingly influenced by artificial intelligence.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind AI Scan24?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of AI Scan24?

AIsing

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. This is called "edge AI". As a specific technical difference, when the conventional AI learns on the cloud server side and communicates with the edge side, there may be a communication delay, whereas the "edge AI" By performing predictions completely, high-speed data processing is possible without causing communication delay.

Average Rating: 4.5/5.0

Total Reviews: 1

Who Is the Company Behind AIsing?

  • Seller: AIsing
  • Year Founded: 2016
  • HQ Location: 港区, JP
  • LinkedIn® Page: www.linkedin.com
    12 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of AIsing?

Alternates.ai

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 scattered directories or vague landing pages, users can explore categorized agents, compare them side by side, and even try them instantly with demos or free trials. Whether you're a founder, operator, or developer, Alternates helps you build your AI stack faster—with clarity and confidence. For AI tool creators, the platform also offers a way to list and showcase their agents to a high-intent audience. Additionally, Alternates features enterprise-ready MCP server solutions for secure, API-based AI integration built for scale and reliability.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind Alternates.ai?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Alternates.ai?

Amuse-Ai

Amuse AI is a free, user-friendly application that enables users to create AI-generated art using the latest Stable Diffusion models directly on their Windows PCs. Optimized for AMD hardware, Amuse AI allows for seamless image generation without the need for accounts or logins. Users can generate images from text prompts utilizing their computer's GPU, CPU, or NPU, apply custom AI filters to existing photos, and collaborate with AI to produce new artwork. The software offers both an EZ Mode for quick creation and an Expert Mode with access to over 100 AI models, providing advanced control parameters and automation for image and experimental video generation. Amuse AI is designed to make generative AI accessible and efficient, empowering users to explore their creativity without the complexities of setup or additional costs. Key Features and Functionality: - EZ Mode: Quickly generate images from text prompts without setup, using your computer's processing power. - Custom AI Filters: Modify existing images by applying AI-driven filters based on user descriptions. - Expert Mode: Access over 100 AI models for advanced image generation with technical control parameters and automation. - Experimental Video Models: Explore text-to-video, image-to-video, and video-to-video generation capabilities. - Model Manager: Manage both open-source and commercial AI models within the application. Primary Value and User Solutions: Amuse AI democratizes the creation of AI-generated art by providing a free, easy-to-use platform that operates directly on personal computers. By eliminating the need for complex setups, accounts, or additional costs, it empowers users to explore and enhance their creative projects efficiently. The software's optimization for AMD hardware ensures high performance, making advanced generative AI tools accessible to a broader audience.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind Amuse-Ai?

  • Seller: Amuse AI
  • Year Founded: 2020
  • HQ Location: New York, US
  • LinkedIn® Page: www.linkedin.com
    514 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Amuse-Ai?

Anything

Turn your words into mobile apps, sites, tools, and products - built with code. Add GPT-5 and 40+ integrations in an instant.

Average Rating: 4.0/5.0

Total Reviews: 1

Who Is the Company Behind Anything?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Anything?

AV2.0

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 suite, AV2.0 enables vehicles to learn from vast amounts of driving data, allowing them to quickly and safely adapt to new cities, diverse use cases, and various vehicle types. This approach contrasts with traditional autonomous systems that rely heavily on complex sensor arrays and high-definition maps, offering a more efficient path to widespread deployment.

Average Rating: 4.5/5.0

Total Reviews: 1

Who Is the Company Behind AV2.0?

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of AV2.0?

Buyscout

BuyScout™ is an AI-powered shopping assistant designed to enhance the online shopping experience by providing personalized recommendations and streamlining the purchasing process. By analyzing user preferences and browsing behavior, BuyScout™ offers tailored product suggestions, ensuring that users find items that best match their needs and interests. Key Features and Functionality: - Personalized Recommendations: Utilizes advanced AI algorithms to deliver product suggestions based on individual user profiles. - Seamless Integration: Easily integrates with various online shopping platforms for a cohesive user experience. - Real-Time Updates: Provides up-to-date information on product availability, pricing, and promotions. - User-Friendly Interface: Features an intuitive design that simplifies navigation and enhances usability. Primary Value and User Solutions: BuyScout™ addresses the common challenges of online shopping by reducing the time and effort required to find suitable products. Its AI-driven approach ensures that users receive relevant recommendations, leading to more informed purchasing decisions and a more satisfying shopping experience.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind Buyscout?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Buyscout?

CaptionAI

CaptionAI CaptionAI is an AI-powered tool designed to automatically generate image metadata, including captions (alt-text), descriptions, and tags. By analyzing images, it produces accurate and relevant metadata, enhancing web accessibility for visually impaired users and improving search engine optimization (SEO) rankings. This automation streamlines the process of making digital content more inclusive and discoverable, benefiting website owners and content creators alike. Key Features and Functionality: - Automated Image Metadata Generation: Quickly produces captions, descriptions, and tags for images, reducing manual effort. - Web Accessibility Enhancement: Improves accessibility for visually impaired users by providing descriptive alt-text, aiding screen readers in conveying image content. - SEO Optimization: Enhances search engine rankings by supplying search engines with valuable metadata, increasing organic traffic. - Content Organization: Automatically tags and categorizes images, facilitating better organization and retrieval of digital assets. - API Integration: Offers a robust API for seamless integration into existing workflows, allowing for scalable and efficient metadata generation. Primary Value and User Solutions: CaptionAI addresses the challenge of making web content accessible and discoverable by automating the generation of image metadata. This not only ensures compliance with accessibility standards but also enhances user experience and SEO performance. By reducing the manual workload associated with creating descriptive image content, CaptionAI empowers users to focus on creating quality content while maintaining an inclusive and optimized digital presence.

Average Rating: 4.5/5.0

Total Reviews: 1

Who Is the Company Behind CaptionAI?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of CaptionAI?

Cequence Security

Cequence protects the applications and data that power enterprises in the agentic era. More than a decade of bot defense and API security experience has established Cequence as the leader of safe and secure agentic AI adoption. The Cequence platform delivers deep insight into user, entity, and agent behavior, enabling organizations to secure and control agentic AI workflows while protecting against bad actors and rogue agents. Cequence delivers value in minutes rather than days or weeks with a highly scalable, no-code approach. Trusted by the largest and most demanding private and public sector organizations, Cequence protects more than 10 billion daily API interactions and 4 billion user accounts. Cequence AI Gateway – Containment for Agentic AI Workflows The Cequence AI Gateway provides the discovery, governance, and security required to contain agentic AI workflows, delivering complete runtime agent containment for scalable, enterprise-wide deployment. Built-in governance and guardrails constrain agent behavior using capabilities that include least privilege access and protection against prompt injection and sensitive data loss. The AI Gateway’s agentic zero trust architecture enables enterprises to confidently deploy agentic workflows for internal productivity and customer-facing experiences. Bot Management – Bot Detection, Mitigation, and Fraud Prevention Cequence Bot Management protects organizations from the full range of automated attacks to prevent data loss, theft, and fraud. Bot Management is network based, requiring no agents, JavaScript, or SDKs. Behavioral fingerprints and multi-dimensional analytics provide a deep understanding of business context to identify and natively block attacks in real time. It mitigates a wide variety of cyberattacks including business logic attacks, exploits, automated bot activity, online fraud, and OWASP API Security Top 10 threats. API Security – API Security Posture Management Cequence API Security discovers, monitors, and tests enterprise APIs to assess and remediate risks and API coding errors that can lead to compliance and governance issues, data loss, and business disruption. Providing complete visibility and monitoring of internal, external, and third-party APIs, Cequence uncovers sensitive data exposure, tests pre-production and runtime APIs against specifications, and identifies OWASP API Security Top 10 vulnerabilities. A built-in AI Assistant and MCP server allow teams of all skill levels to effectively use the product through plain-language prompts. API Security includes over 200 pre-built risk rules mapped to more than 25 global frameworks including every version of the OWASP API Security Top 10, PCI DSS, GDPR, and NIST CSF.

Average Rating: 4.6/5.0

Total Reviews: 55

Who Is the Company Behind Cequence Security?

  • Seller: Cequence Security
  • Company Website:
  • Year Founded: 2014
  • HQ Location: Santa Clara, CA
  • Twitter: @cequenceai
    689 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    155 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Telecommunications, Information Technology and Services
  • Company Size: 40% Small, 35% Large

What Do G2 Reviewers Say About Cequence Security?

AI-generated summary from verified user reviews

Pros
  • Users value the robust protection against sophisticated bot attacks provided by Cequence Security, enhancing online security effectively.
  • Users value the powerful threat detection capabilities of Cequence Security, effectively mitigating sophisticated bot attacks and enhancing security.
  • Users value the time-saving automation of Cequence Security, allowing SOC teams to focus on critical tasks instead.
  • Users appreciate the effective vulnerability detection of Cequence Security, enhancing security while minimizing disruptions for legitimate users.
  • Users value the visibility and security Cequence Security provides for APIs, enhancing protection against advanced bot threats.
Cons
  • Users find the complex setup of Cequence Security challenging, requiring significant time for optimization and rule configuration.
  • Users find the difficult learning curve of Cequence Security requires significant technical expertise for effective setup and usage.
  • Users experience slow performance with Cequence Security, particularly during large data queries and incident responses.
  • Users experience lag and slow response times on the Cequence Security dashboard, hindering efficient data interpretation and decision-making.
  • Users report encountering false positives with Cequence Security, which complicates their traffic management and leads to frustration.

What Are Recent G2 Reviews of Cequence Security?

What Are G2 Users Discussing About Cequence Security?

Chai Discovery

Building frontier artificial intelligence to predict and reprogram the interactions between biochemical molecules.

Average Rating: 5.0/5.0

Total Reviews: 2

Who Is the Company Behind Chai Discovery?

Who Uses This Product?

  • Company Size: 50% Medium, 50% Small

What Are Recent G2 Reviews of Chai Discovery?

chat.co

Chat.co turns your business documents and websites into AI knowledge agents that answer with source citations your team and customers can check. Upload files, crawl approved web pages, add curated Q&A, or connect Google Drive, OneDrive, SharePoint, and Notion. Then deploy public agents for customer support or private, authenticated agents for internal team knowledge and specialist research. Deploy through a website embed, iframe, share link, or QR code. You can choose models from a multi-LLM catalog (GPT, Claude, Grok, and more) and integrate with your own apps or AI clients through a documented API and MCP server. Chat.co is operated by SA CYBER LLC, whose information security management system is certified to ISO/IEC 27001:2022. A SOC 2 Type II audit is in progress. Try it free for 14 days, no credit card required.

Average Rating: 4.0/5.0

Total Reviews: 1

Who Is the Company Behind chat.co?

  • Seller: Chat.co
  • Year Founded: 2024
  • HQ Location: 557, US
  • LinkedIn® Page: www.linkedin.com
    5 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of chat.co?

Chat Data

Chat Data is an AI agent platform that enables businesses to build, train, and deploy custom chatbots powered by their own data across 10+ communication channels. Organizations use Chat Data to create AI agents trained on documents (PDF, DOCX, TXT, HTML), websites, Google Drive, Notion, YouTube videos, and audio files. These agents can be deployed as website chat widgets, or connected to WhatsApp, Slack, Discord, Telegram, Instagram, Facebook Messenger, LINE, SMS, and more — from a single dashboard. Who uses Chat Data: Chat Data serves 1,000+ businesses across healthcare, e-commerce, education, SaaS, and professional services. It is particularly suited for organizations that need HIPAA-compliant AI chatbots, multi-channel customer support automation, or white-label chatbot resale capabilities. Key capabilities include: - Multi-source AI training — Train agents on documents, websites, videos, cloud storage, and custom databases. Supports 25+ languages with automatic detection. - Workflow automation — Build multi-step business workflows using natural language prompts, with conditional branching (API calls, code blocks, validation) and dual-handle routing for error handling. - 834 app integrations via MCP — Connect to Shopify, HubSpot, Zendesk, Jira, GitHub, Google Workspace, and 10,000+ tools through Model Context Protocol (MCP) actions. - Real-time voice conversations — Enable voice-based interactions with customizable AI voices, including ElevenLabs integration for natural speech. - Live chat escalation — Seamlessly hand off conversations to human agents with email and SMS notifications, multi-modal input support, and conversation history. - Interactive UI responses — Deliver rich responses with charts, cards, carousels, and dynamic query suggestions based on conversation context. - HIPAA compliance — Pre-trained medical chat models for human and veterinary healthcare with zero chat history retention and BAA agreements on all paid plans at no additional cost. - White-label and reseller options — Deploy chatbots under custom domains with SSO login, branding removal, and a dedicated reseller program for agencies. - Custom model backends — Integrate proprietary AI models alongside GPT-5, Claude 4, Gemini 3, and DeepSeek through a flexible model backend system. How Chat Data is different: Chat Data combines multi-channel deployment breadth (10+ platforms from a single agent) with healthcare-grade compliance at mid-market pricing. The platform supports the full lifecycle from training to deployment to live chat handoff — without requiring separate tools for each stage. Its MCP-based integration architecture provides access to 10,000+ tools without custom development. Pricing: Chat Data offers four tiers: Free ($0/month, 40 messages), Entry ($18.99/month, 2,000 messages, 2 agents), Standard ($95/month, 10,000 messages, 7 agents, workflow automation), and Professional ($349.99/month, 40,000 messages, 20 agents, VIP support). Enterprise plans with dedicated infrastructure are available. Annual billing includes two months free.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind Chat Data?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Chat Data?

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