Best Emerging AI Software - Page 11

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.

Mando AI

Mando AI is a unified platform for building AI agents that support your customers and your internal teams. With Mando, you can: ☑️ Offer 24/7 multilingual customer support ☑️ Answer questions instantly using your content across your Help Center, NewsRoom and Content Library. ☑️ Human hand-off and escalation and Shared inbox ☑️ Keep customers updated through ticketing, Help Center, and Newsroom content ☑️ Talk to customers where they are, including web chat and Whatsapp ☑️ Combine AI support with human hand-off when needed ☑️ All customer conversations, content, and insights live in one place. Who Uses Mando AI? Support teams at growing companies (SaaS, eCommerce & Service based companies) who want AI + human support in one platform.

Average Rating: 5.0/5.0

Total Reviews: 2

Who Is the Company Behind Mando AI?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Mando 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.
  • Users find ObfusCat easy to integrate, enhancing security and privacy for various software products seamlessly.
  • Users find ObfusCat to be extremely helpful for enhancing code security and simplifying integration across software products.
  • Users find ObfusCat to be extremely helpful for enhancing code security and privacy with easy integration.
  • Users appreciate the simple and native UI of ObfusCat, ensuring smooth performance on Macs.
Cons
  • Users find the system prompt ineffective, often leading to frustration and dissatisfaction with ObfusCat's performance.

What Are Recent G2 Reviews of ObfusCat?

Progress Agentic RAG

Progress Agentic RAG is a specialized Software as a Service (SaaS) solution designed to assist businesses in automatically indexing various forms of unstructured data, including documents, files, videos, and audio. This innovative platform features a modular, end-to-end retrieval-augmented generation (RAG) pipeline that effectively transforms unstructured data into verifiable, context-aware answers. By integrating retrieval, validation, and automation into existing workflows, Progress Agentic RAG elevates generative AI from a standalone experiment to a reliable, integrated system that enhances productivity and return on investment (ROI). The modular RAG pipeline is a standout feature of Progress Agentic RAG, enabling rapid and flexible AI deployments without the need for extensive engineering resources. Its fully integrated no-code and low-code design allows users to easily implement ingestion, retrieval, and generation capabilities tailored to their specific needs. This adaptability makes it accessible to a wide range of users, from technical teams to business professionals seeking to leverage AI without deep technical expertise. Targeted at organizations looking to enhance their AI initiatives, Progress Agentic RAG employs advanced retrieval strategies to deliver precise, context-rich answers. With over 30 retrieval strategies, including semantic search, exact match, neighboring paragraph retrieval, and knowledge graph hops, users can access information that is not only accurate but also traceable to its source. This level of detail is crucial for businesses that require reliable data for decision-making and compliance purposes. Another key aspect of Progress Agentic RAG is its semantic chunking and smart segmentation capabilities. By breaking content into semantically coherent units, such as paragraphs or video segments, the solution preserves meaning and reduces noise, ultimately improving answer quality. This approach enhances retrieval accuracy and ensures that users receive contextually relevant information, which is vital in today’s data-driven landscape. Additionally, the platform’s source traceability and citation features build trust in AI-generated answers. By providing included metadata and direct citations, users can verify the origin of responses, supporting compliance and audit requirements. The LLM-agnostic architecture further enhances the solution's flexibility, allowing organizations to choose AI models based on performance, privacy, or budget without the need for retraining or reindexing. This versatility positions Progress Agentic RAG as a valuable tool for businesses seeking to harness the power of AI while maintaining control over their data and costs.

Average Rating: 5.0/5.0

Total Reviews: 2

Who Is the Company Behind Progress Agentic RAG?

  • Seller: Progress Software
  • Company Website:
  • Year Founded: 1981
  • HQ Location: Burlington, MA.
  • Twitter: @ProgressSW
    48,773 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    4,242 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Large

What Are Recent G2 Reviews of Progress Agentic RAG?

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SD Elements

SD Elements is an award-winning platform that translates policies to prescriptive, measurable procedures that are used by IT and Engineering teams to achieve their security and compliance objectives. SD Elements generates and tracks granular controls with a flexible rule- based engine and integrates those controls into ALMs and enterprise workflows used by development teams, including those leveraging DevOps. SD Elements also delivers Just-In-Time training to developers, providing concise, contextual guidance on how to implement controls right when they need it.

Average Rating: 4.3/5.0

Total Reviews: 2

Who Is the Company Behind SD Elements?

  • Seller: Security Compass
  • Year Founded: 2004
  • HQ Location: Toronto, CA
  • Twitter: @securitycompass
    1,217 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    252 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Large, 50% Medium

What Do G2 Reviewers Say About SD Elements?

AI-generated summary from verified user reviews

Pros
  • Users value the automation of software security requirements, enhancing project efficiency and minimizing vulnerabilities effectively.
  • Users praise the ease of use of SD Elements, benefiting from seamless integration and streamlined security processes.
  • Users value the easy integrations of SD Elements, which seamlessly connect security with development processes.
  • Users value the automation of security requirements, enhancing project safety and streamlining the development process.
  • Users appreciate the automation of software security requirements that enhances focus on manual testing and reduces vulnerabilities.
Cons
  • Users find the inadequate security of SD Elements leads to excessive restrictions, impacting usability and workflow efficiency.
  • Users find limited functionality in SD Elements, making it unsuitable for all technology requirements.

What Are Recent G2 Reviews of SD Elements?

Snorkel Evaluate

Snorkel Evaluate is a comprehensive suite designed to assess and enhance the performance of generative AI models, ensuring they meet production standards. By providing robust evaluation tools, it enables organizations to move beyond superficial assessments and rigorously validate their AI pipelines before deployment.

Average Rating: 4.8/5.0

Total Reviews: 2

Who Is the Company Behind Snorkel Evaluate?

  • Seller: Snorkel
  • Year Founded: 2019
  • HQ Location: Redwood City, US
  • LinkedIn® Page: www.linkedin.com
    1,314 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Large, 50% Small

What Are Recent G2 Reviews of Snorkel Evaluate?

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?

StrongestLayer

StrongestLayer is an API-based Integrated Cloud Email Security (ICES) platform that uses true Agentic AI Phishing Detection to stop autonomous cyber attacks. Built for modern Security Operations Centers (SOCs), StrongestLayer catches the advanced, polymorphic Business Email Compromise (BEC) that bypasses legacy Secure Email Gateways (SEGs). Unlike traditional "black box" machine learning tools that generate unexplainable risk scores and cause severe alert fatigue, StrongestLayer's TRACE engine acts as a defensive reasoning agent. It analyzes the relational context, linguistic baseline, and intent of every email. Key Differentiators: Explainable AI (XAI): We don't just block emails; we provide a plain-text, human-readable explanation of exactly why the threat was stopped (e.g., highlighting a 92% tone deviation and anomalous routing). The 1% Rule: By providing actionable XAI context, StrongestLayer reduces 15-minute manual investigations down to 2 minutes, dropping the false-positive rate to under 1%. Augment, Don't Replace: StrongestLayer deploys globally via OAuth in under 5 minutes without requiring any MX record changes. Keep your existing SEG to filter spam, and let StrongestLayer catch the targeted, polymorphic threats that slip through.

Average Rating: 5.0/5.0

Total Reviews: 2

Who Is the Company Behind StrongestLayer?

  • Seller: StrongestLayer
  • Year Founded: 2024
  • HQ Location: San Francisco, US
  • LinkedIn® Page: linkedin.com
    39 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of StrongestLayer?

SymphonyAI Sensa

SymphonyAI is the global leader in AI-powered financial crime detection and investigation solutions covering every aspect of the customer lifecycle. Including KYC/CDD, Sanctions Screening, AML, and Payment Fraud, we provide transformational SaaS solutions that enable organizations to combat financial crime like never before. We’re trusted by over a third of the world’s biggest banks because our award-winning technology helps solve their biggest compliance challenges, delivering unique capabilities and remarkable efficiencies.

Average Rating: 3.5/5.0

Total Reviews: 2

Who Is the Company Behind SymphonyAI Sensa?

  • Seller: SymphonyAI
  • Year Founded: 2017
  • HQ Location: Palo Alto, California
  • Twitter: @SymphonySummit
    470 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    2,087 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Large, 50% Small

What Do G2 Reviewers Say About SymphonyAI Sensa?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the analysis efficiency of SymphonyAI Sensa, enabling effective decision-making through actionable insights and data governance.
  • Users appreciate the ease of use of SymphonyAI Sensa, finding it accessible for all industries, including small businesses.
  • Users value the innovative solutions of SymphonyAI Sensa, facilitating data insights across various industries and businesses.
  • Users value the actionable insights provided by SymphonyAI Sensa, enhancing decision-making and data governance for all businesses.
  • Users value the effective problem-solving of SymphonyAI Sensa, enabling better insights and decision-making across industries.

What Are Recent G2 Reviews of SymphonyAI Sensa?

TIFIN

TIFIN is an AI-driven innovation platform dedicated to enhancing wealth outcomes by addressing inefficiencies across the financial ecosystem. By integrating advanced data science and artificial intelligence, TIFIN develops a suite of products designed to empower financial advisors, asset managers, and individual investors.

Average Rating: 4.2/5.0

Total Reviews: 5

Who Is the Company Behind TIFIN?

  • Seller: TIFIN
  • Year Founded: 2018
  • HQ Location: Boulder, US
  • LinkedIn® Page: www.linkedin.com
    196 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 57% Small, 43% Medium

What Are Recent G2 Reviews of TIFIN?

Unlearn.AI

Unlearn.AI is at the forefront of integrating artificial intelligence into clinical research by developing AI-powered digital twins of patients. These digital replicas simulate individual health trajectories, enabling healthcare professionals to predict patient outcomes and compare potential treatment effects. By leveraging this technology, Unlearn.AI aims to eliminate trial and error in medicine, transforming clinical trials into more efficient, patient-centric processes.

Average Rating: 4.3/5.0

Total Reviews: 2

Who Is the Company Behind Unlearn.AI?

  • Seller: Unlearn
  • Year Founded: 2017
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    73 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Large, 50% Small

What Are Recent G2 Reviews of Unlearn.AI?

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 high accuracy of responses from Vanna AI, streamlining the querying process and saving time.
  • Users appreciate the accurate natural language to SQL conversion of Vanna AI, significantly saving time on tasks.
  • Users appreciate the ease of use of Vanna AI, allowing non-technical users to query databases effortlessly.
  • Users value the strong memory retention of Vanna AI, ensuring accurate responses to their queries in plain language.
  • Users value Vanna AI for its ability to allow easy natural language queries with high accuracy and self-hosting options.
Cons
  • Users often experience complexity issues leading to incorrect queries and subpar visualizations in Vanna AI.
  • Users experience inaccurate results due to complex scenarios generating incorrect queries and basic visualizations.
  • Users note the limited multimedia support, with basic visualizations that fail to enhance the overall experience.
  • Users find that poor coding requires additional effort for training the model and refining outputs.
  • Users find the poor interface design of Vanna AI hampers usability and requires additional refinements for better output.

What Are Recent G2 Reviews of Vanna AI?

Vectorizer.ai

Vectorizer.AI is an advanced online tool that utilizes artificial intelligence to convert raster images—such as PNG, JPEG, BMP, and GIF files—into high-quality, scalable vector graphics. This process ensures that images can be resized without any loss of quality, making them ideal for various applications including printing, cutting, embroidery, and web graphics. By automating the vectorization process, Vectorizer.AI eliminates the need for manual tracing, offering a quick and efficient solution for designers, illustrators, and marketers seeking to transform pixel-based images into editable vector formats. Key Features and Functionality: - Deep Vector Engine: Combines proprietary deep learning networks with classical algorithms to deliver precise and efficient image conversions. - Full Shape Fitting: Accurately fits complex geometric shapes, including circles, ellipses, and rounded rectangles, ensuring consistency and precision in the vector output. - Curve Support: Supports a wide range of curve types, such as straight lines, circular arcs, elliptical arcs, and both quadratic and cubic Bezier curves, providing versatility in vector modeling. - Clean Corners: Analyzes and optimizes every corner in the vector graph to produce natural and refined results. - High Performance: Utilizes state-of-the-art GPUs and multi-core CPUs to ensure fast and efficient vectorization processes. - Multiple Format Support: Accepts various input formats, including JPEG, PNG, WEBP, BMP, and GIF, and outputs vectors in SVG, PDF, EPS, DXF, and PNG formats, ensuring broad compatibility with different graphic design software. Primary Value and User Solutions: Vectorizer.AI addresses the common challenge of converting raster images into scalable vector formats without compromising quality. By automating this process through advanced AI technology, it saves users significant time and effort compared to manual tracing methods. The tool's ability to produce high-quality vector graphics that can be resized indefinitely without loss of clarity is particularly beneficial for professionals in graphic design, illustration, and marketing. Whether for creating logos, preparing images for large-scale printing, or developing web graphics, Vectorizer.AI provides a reliable and efficient solution for transforming pixel-based images into versatile vector formats.

Average Rating: 5.0/5.0

Total Reviews: 2

Who Is the Company Behind Vectorizer.ai?

Who Uses This Product?

  • Company Size: 50% Large, 50% Small

What Are Recent G2 Reviews of Vectorizer.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?

Adept

Adept’s AI tool navigates the complexity of software tools so you don’t have to.

Average Rating: 4.5/5.0

Total Reviews: 1

Who Is the Company Behind Adept?

  • Seller: Adept
  • Year Founded: 2022
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    93 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About Adept?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use in Adept, as it allows simple task management in their own language.
  • Users value Adept's effective problem-solving capabilities, making task completion intuitive and user-friendly.

What Are Recent G2 Reviews of Adept?

Agentarius

Agentarius is an independent AI discovery and decision platform built for professionals, managers, and teams who want to use AI effectively without spending hours sorting through hype, vague claims, and product lists. The platform helps users find, compare, and select AI tools based on the work they need to complete. Rather than forcing people to begin with technical categories, Agentarius lets them explore solutions by profession, task, and use case. A marketer can find tools for content and search optimization, a developer can compare coding assistants, and an operations team can identify products for automation, documentation, and knowledge management. Each product is explained in plain English. Agentarius shows what a tool does well, where it falls short, who it suits, and what users should understand before adopting it. Side-by-side comparisons make important differences visible without declaring that one product is universally better than another. The aim is to help users choose the tool that best fits their work, budget, technical experience, and organizational requirements. Agentarius also provides curated AI stacks: combinations of tools designed to work together. These stacks are organized for different roles, workflows, budgets, and levels of maturity, from individuals trying AI for the first time to professional teams that need stronger integration, governance, security, and control. Research covers the details that matter when making a software decision, including capabilities, pricing, free plans, usage limits, integrations, privacy, data handling, deployment options, and known limitations. Best-fit scenarios help users understand not only whether a product is capable, but whether it is appropriate for their environment and responsibilities. Because AI products change quickly, important information is checked and dated rather than treated as permanent. Agentarius does not sell rankings or sponsored placements, and its recommendations are not determined by affiliate commissions. Tools are assessed on their practical value, trade-offs, and suitability for specific jobs. Whether someone is choosing their first AI assistant, replacing an existing tool, comparing leading platforms, or building a complete workflow for a team, Agentarius provides a clearer starting point. The goal is simple: help people spend less time researching AI software, avoid expensive mistakes, and make confident decisions about the tools they bring into their work. More info can be found at https://agentarius.ai/

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind Agentarius?

  • Seller: Agentarius
  • Year Founded: 2026
  • HQ Location: San Fransisco , US
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of Agentarius?

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