Best Emerging AI Software - Page 4

How Many Emerging AI Software Products Does G2 Track?

Total Products under this Category: 5,899

Category Stats (Nov 2026)

  • Average Rating: 4.66/5 (↑0.01 vs Oct 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: TIFIN (+29.97%) - Among all products in this category, TIFIN recorded the largest rating increase compared to last month

Last updated: November 01, 2026

How Does G2 Rank Emerging AI Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 20,800+ Authentic Reviews
  • 5,899+ 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.

Kipo AI

Kipo AI is an AI platform for sourcing and procurement. The platform automates supplier discovery, risk monitoring, second sourcing, and purchasing, enabling organizations to reduce costs, enhance supplier performance, and expedite procurement workflows. Key Features and Functionality: - Discovery & Research: AI agents identify parts and suppliers that align with specific technical requirements and supply chain constraints, presenting qualified options from a vast network of suppliers within minutes. - Supplier Risk & Performance: The platform monitors and mitigates supply chain risks, resolves disruptions, and evaluates vendor performance, helping to avoid downtime and consolidate redundant parts across multiple Bills of Material. - RFQ, Bidding, & Negotiation: Kipo AI automates the process of requesting quotes, assessing bids, and negotiating with suppliers, thereby enhancing competition and supporting buyers with market research and cost analysis. - Procurement Automation: Routine purchasing and material planning workflows are automated and integrated with ERP systems, allowing buyers to focus on strategic initiatives. Primary Value and User Benefits: Kipo AI transforms procurement from a potential bottleneck into a competitive advantage. Customers report significant reductions in production delays, decreased direct and indirect spend, and accelerated time to market. The platform's deep supplier intelligence, hands-free automation, and minimal integration effort empower procurement teams to operate more efficiently without sacrificing control.

Average Rating: 4.5/5.0

Total Reviews: 2

Who Is the Company Behind Kipo AI?

Who Uses This Product?

  • Company Size: 50% Medium, 50% Small

What Are Recent G2 Reviews of Kipo AI?

ObfusCat

ObfusCat generates private code for businesses, protecting your IP and keeping your codebase secure.

Average Rating: 3.5/5.0

Total Reviews: 2

Who Is the Company Behind ObfusCat?

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About ObfusCat?

AI-generated summary from verified user reviews

Pros
  • Users find ObfusCat to be easy to integrate and use, enhancing security for their code and software effortlessly.
  • Users find ObfusCat's easy integrations beneficial, ensuring enhanced security for their code and software effortlessly.
  • Users find ObfusCat to be incredibly helpful for enhancing security and privacy in their code and software.
  • Users find ObfusCat to be extremely helpful for enhancing the security and privacy of their code.
  • Users love the simple UI of ObfusCat, which ensures seamless performance on Macs.
Cons
  • Users report a terrible system prompt, finding it lacking compared to alternatives like ChatGPT's website.

What Are Recent G2 Reviews of ObfusCat?

Peachblue

Peachblue is a creative analytics and marketing intelligence platform for brands and agencies: unified ad data, creative analytics, reporting and brand monitoring, with AI that shows what is working, why, and what to do next. Creative fingerprinting recognizes the same creative across ads and platforms, even after re-crops and re-compression, so you see how each asset performs everywhere it runs. Every creative gets a Creative Read: a breakdown of its hook, tone, format, CTA and more, a score, and a written analysis with copy suggestions. Intelligence compares the Creative Reads of your winners and turns what they share into a Next Creative Brief, a formula for your next ad with proven hooks, concepts, dos and don'ts, and reference ads. Paste it into an AI ad tool or hand it to your creative team. Dashboards flag fatigue and wasted spend. Ask Agent Peach anything about your accounts, or query your own data from Claude through the MCP. Agencies get per-client workspaces, Amazon DSP pacing with margin markup, supplier breakdowns and client reports. Stop guessing what to make next.

Average Rating: 5.0/5.0

Total Reviews: 2

Who Is the Company Behind Peachblue?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Peachblue?

AI can help you find the answers. G2 helps you trust them.

Connect G2 to Claude or ChatGPT for answers grounded in G2's trusted reviews, comparisons, and pricing from real user insights.

How it works
Connect G2 to ChatGPTConnect G2 to Claude

Reel-E

Reel-E.ai is an AI-powered video creation platform purpose-built for real estate agents, brokerages, and property operators. Turn standard listing photos into professional, scroll-stopping property videos in under 2 minutes. Unlike generic video editors, Reel-E.ai is designed from the ground up for real estate workflows. Upload your listing photos, and the AI handles everything: cinematic motion, transitions, licensed background music cleared for commercial use, and export in multiple formats optimized for MLS, Instagram, TikTok, Facebook, and YouTube. Key capabilities: • Photo-to-Video AI: Transform listing photos into cinematic property videos automatically. No filming required. • Up to 4K Resolution: Crystal-clear footage that looks professional on any screen or platform. • Licensed Music Library: Curated tracks cleared for commercial use. Post anywhere without copyright strikes. • Multi-Format Export: Square, vertical, and horizontal outputs optimized for every social platform and MLS. • 2-Minute Turnaround: From upload to finished video in under 2 minutes. • Built for Real Estate: Purpose-built features for agents, teams, and property operators, not a generic video tool with a real estate template. Reel-E helps agents win more listings, generate more leads from social media, and present properties with the production quality buyers expect,at a fraction of the cost of traditional videography.

Average Rating: 4.5/5.0

Total Reviews: 4

Who Is the Company Behind Reel-E?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Reel-E?

SEOLister

SEOLister is an Etsy SEO and listing optimization tool built to help Etsy sellers improve their product listings and make the SEO process easier to manage. We created it with a simple goal: reduce the amount of manual work involved in researching keywords, reviewing listings, and improving product content. The platform helps sellers analyze Etsy listings, find relevant keywords, and optimize important parts of a listing such as titles, tags, and descriptions. It also uses AI to assist with creating and improving listing content, which can be useful when sellers are managing multiple products and don't want to start every listing from scratch. One of the main features of SEOLister is its listing analysis. Sellers can review a listing and get a clearer idea of areas that may need improvement. Instead of checking different SEO factors manually, they can use the analysis to identify potential opportunities and work through the recommendations. SEOLister also focuses on Etsy keyword research and listing optimization. Finding the right keywords is an important part of Etsy SEO, but knowing where and how to use those keywords can take time. The goal is to make that process more practical for sellers, whether they are creating a new product listing or improving an existing one. We built SEOLister primarily for Etsy sellers, small businesses, handmade product sellers, and other shop owners who want to spend less time on repetitive SEO work and more time running their stores. SEOLister is continuously being developed based on feedback from sellers and our own experience building ecommerce tools. We are adding improvements and new capabilities over time while keeping the main focus on making Etsy SEO and listing optimization easier to understand and use.

Average Rating: 4.8/5.0

Total Reviews: 2

Who Is the Company Behind SEOLister?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of SEOLister?

Spark

SPARK turns big goals into daily missions and gives you the tools to finish them | AI chat, code editor, video studio, calendar, and content tools in one workspace.

Average Rating: 4.8/5.0

Total Reviews: 2

Who Is the Company Behind Spark?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Spark?

Vanna AI

Vanna generates AI-powered SQL for your Snowflake Database.

Average Rating: 4.5/5.0

Total Reviews: 2

Who Is the Company Behind Vanna AI?

  • Seller: Vanna AI
  • Year Founded: 2023
  • HQ Location: New York, US
  • LinkedIn® Page: www.linkedin.com
    3 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Medium, 50% Small

What Do G2 Reviewers Say About Vanna AI?

AI-generated summary from verified user reviews

Pros
  • Users value the accuracy of responses from Vanna AI, enhancing their database querying experience with precision.
  • Users value the AI advancements of Vanna AI, which simplify SQL queries and enhance data visualization efficiency.
  • Users love the ease of use of Vanna AI, enabling non-technical individuals to query databases effortlessly.
  • Users value Vanna AI’s memory retention, ensuring accurate responses from plain language queries to databases.
  • Users enjoy the ease of querying databases in plain language with Vanna AI while maintaining high accuracy.
Cons
  • Users find the complexity issues in Vanna AI lead to incorrect queries and subpar visualizations.
  • Users report inaccurate results due to complex scenarios generating wrong queries and basic visualizations needing improvement.
  • Users note the limited multimedia support with basic visualizations, affecting the overall appeal and usability of Vanna AI.
  • Users find that poor coding leads to challenging model training and lacks polish in the frontend interface.
  • Users find the poor interface design of Vanna AI challenging, requiring additional effort for training and refining outputs.

What Are Recent G2 Reviews of Vanna AI?

Zoomlogi

Zoomlogi is an AI-native operating system and control tower purpose-built for healthcare logistics. It serves pharmaceutical companies, biotech firms, clinical trial operators, and healthcare distributors — from Fortune 100 distributors to fast-scaling cell and gene therapy (CGT) biotechs — who need to manage sensitive, time-critical shipments across complex, multi-courier networks. At its core, Zoomlogi provides real-time shipment visibility, AI-driven risk prediction, and automated interventions (via voice and email) to detect, manage, and resolve shipment issues before they impact patients, partners, or operations. Rather than simply surfacing data like traditional control towers, Zoomlogi's platform acts on it — automating follow-ups, escalations, and exception handling across every lane and partner. The platform consolidates multiple couriers, portals, and manual check-in processes into a single AI-native interface. Teams that previously managed six or more couriers scattered across portals, emails, and calendars can unify all shipment activity — with full chain of custody on every shipment — in one place. Zoomlogi supports shipment visibility across hundreds of sites and more than 30 countries. Zoomlogi's AI agents handle the most common and time-consuming exception types autonomously, including incorrect addresses, pickup confirmations, delay notifications, temperature excursion documentation, and carrier escalations for overdue deliveries. This zero-touch exception resolution capability can achieve resolution rates of 50% or higher for common exception types, dramatically reducing the coordinator hours typically consumed by manual communication and exception management. The platform is designed with enterprise-grade security and compliance in mind. All data is encrypted in transit and at rest, access is role-based and fully audited, and the infrastructure is hosted in SOC 2 compliant environments. Healthcare organizations can configure which workflows are automated, which lanes and partners are in scope, and what rules the AI agents follow — with the option to trigger AI actions manually first to build confidence, and to enable human-in-the-loop steps where desired. Zoomlogi is built for rapid deployment: most teams go live within two weeks, with courier connections taking minutes and workflow configuration guided by the onboarding team — all with no IT involvement required. The platform integrates with all major couriers and sensor providers out of the box, and supports custom integrations through an open API. Customer outcomes reported include a 50% reduction in manual work for operations and support teams, recovery of 10% of direct spend, and up to a 70% reduction in patient delivery delays. Audit processes that previously took days can be completed in minutes. The platform has also been expanded by customers beyond logistics into customer support and other operational teams across their organizations. Zoomlogi is particularly well-suited for pharmaceutical supply chains, clinical trial logistics, and any healthcare organization that ships sensitive, regulated, or temperature-sensitive products and needs a modern, AI-powered alternative to legacy visibility tools and manual coordination workflows.

Average Rating: 4.9/5.0

Total Reviews: 4

Who Is the Company Behind Zoomlogi?

  • Seller: Zoomlogi
  • Company Website:
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    14 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Medium, 50% Small

What Are Recent G2 Reviews of Zoomlogi?

Zscaler Generative AI Security

Zscaler Generative AI Security is a comprehensive solution designed to enable organizations to harness the benefits of generative AI tools while safeguarding sensitive data and maintaining compliance. By providing visibility and control over user interactions with AI applications, Zscaler ensures that enterprises can innovate securely without compromising data integrity. Key Features and Functionality: - AI Application Visibility: Gain insights into which AI tools are being accessed across the organization, allowing for informed decision-making and policy enforcement. - Granular Access Control: Define and enforce policies that specify which AI applications users can access, ensuring that only approved tools are utilized. - Data Loss Prevention (DLP): Implement robust DLP measures to prevent sensitive information from being shared inadvertently through AI prompts or queries. - Browser Isolation: Utilize secure browser isolation to control user interactions with AI tools, restricting actions such as copy-paste, uploads, and downloads to mitigate data exfiltration risks. - Content Moderation: Monitor and moderate prompts and responses to detect and prevent policy violations, ensuring that AI usage aligns with organizational guidelines. Primary Value and Problem Solved: Zscaler Generative AI Security addresses the critical challenge of balancing the adoption of generative AI technologies with the need to protect sensitive data. By offering comprehensive visibility, control, and protection mechanisms, it enables organizations to: - Enhance Productivity: Safely leverage AI tools to drive innovation and efficiency without exposing the organization to data security risks. - Prevent Data Breaches: Implement proactive measures to prevent unauthorized data sharing and potential breaches resulting from AI interactions. - Ensure Compliance: Maintain adherence to regulatory requirements by monitoring AI usage and enforcing policies that protect sensitive information. In summary, Zscaler Generative AI Security empowers organizations to confidently integrate generative AI into their operations, fostering innovation while ensuring robust data protection and compliance.

Average Rating: 4.0/5.0

Total Reviews: 2

Who Is the Company Behind Zscaler Generative AI Security?

  • Seller: Zscaler
  • Company Website:
  • Year Founded: 2008
  • HQ Location: San Jose, California
  • LinkedIn® Page: www.linkedin.com
    9,150 employees on LinkedIn®
  • Ownership: NASDAQ:ZS

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Zscaler Generative AI Security?

369AI NetSuite AI

369AI is an AI SuiteApp built for Oracle NetSuite that reads, analyzes and acts on NetSuite data from a conversational interface inside the NetSuite account. It installs natively in the NetSuite File Cabinet, uses SuiteScript 2.1, and requires no inbound network access or data replication. Users work with 369AI through 369Chat. They ask questions about their NetSuite data, or they ask it to create and update records such as sales orders, vendor bills, item receipts, journal entries and inventory adjustments. Users can upload PDFs, emails, Excel and CSV files, and 369AI extracts the data to build the corresponding NetSuite transactions. The platform has two automation types. Experts are reusable, user-triggered workflows. Agents are autonomous processes that run on NetSuite workflow events and write their results back to NetSuite records. Customers can build their own Experts and Agents with a no-code builder or start from a library of pre-built agents. 369AI includes modules for: AP automation: email inbox capture, three-way matching and approval routing (369AP) Order entry and accounts receivable (369AR) MRP and demand planning (369Stock) Month-end close checklists, reconciliations and flux analysis (369Close) Cash flow forecasting and financial reporting from a BigQuery data warehouse (CFO Insights) A NetSuite account health check that scans scripts, workflows, custom fields, roles and licenses It also offers a mobile app with voice input, plus integrations with Shopify, Amazon, Outlook and Gmail. All actions follow NetSuite role permissions and are logged in NetSuite System Notes. Administrators control who can create Experts and can disable file downloads and printing. 369AI is model-agnostic and supports Google Gemini, Anthropic Claude and OpenAI models. Customers can use their own API key, and model usage is billed directly by the provider. Pricing is a flat annual subscription with unlimited users. 369AI is used by finance, accounting, operations and supply chain teams in CPG, wholesale distribution, manufacturing, SaaS and professional services companies running NetSuite.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind 369AI NetSuite AI?

  • Seller: 369AI
  • Year Founded: 2026
  • HQ Location: N/A
  • LinkedIn® Page: www.linkedin.com
    3 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of 369AI NetSuite AI?

AI-FW

AIFW is an AI security and governance platform designed to help organisations securely adopt generative AI and AI agents. It provides a centralised policy and enforcement layer for controlling how users, applications, models, and AI agents interact with enterprise data and AI services. AIFW combines AI agent identity, authentication and authorisation with prompt and response inspection, semantic intent analysis, data loss prevention (DLP), policy enforcement, observability, and GRC capabilities. Organisations can use AIFW to identify risky AI interactions, enforce security and governance policies, maintain detailed audit trails, and strengthen oversight of AI activity across the enterprise. Built for security, GRC, AI governance, and technology teams, AIFW helps organisations move from simply monitoring AI usage to actively governing and protecting it.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind AI-FW?

Who Uses This Product?

  • Company Size: 100% Large

What Are Recent G2 Reviews of AI-FW?

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% Large, 50% Small

What Are Recent G2 Reviews of AI Humanize?

AML Compliance platform

One workspace for policies, KYC, screening, and identity verification — built for accountants, law firms, fintechs, and other obliged entities.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind AML Compliance platform?

  • Seller: AI AML
  • Year Founded: 2024
  • HQ Location: Cēsis, LV
  • LinkedIn® Page: www.linkedin.com
    2 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of AML Compliance platform?

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?

API Hub

API Hub is a service where you send a video and get back a finished reel with captions, title and music in about 90 seconds, posted to all networks.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind API Hub?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of API Hub?

Bijou Barry
BB
Researched and written by Bijou Barry
Updated October 21, 2026