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AI for technology and software

AI products with direct evidence of use in technology and software, mapped to the tasks they do and ranked where enough companies compete.

97 products60 companies51 tasks1 rankingUpdated Oct 20, 2026

Rankings in technology and software. One ranking compares products built for this industry.

Security, risk and trust

Evaluate AI systems

  1. 1Roark
  2. 2Armature
  3. 3Superagent Red TeamingSuperagent
18 products reviewedUpdated Oct 20

Products

Task

97 products

  • Roark

    Simulation testing and evals platform for voice and chat AI agents.

    #1 in Evaluate AI systems

  • Armature

    A cloud-based business application that captures sessions from MCP servers, Claude Connectors, and ChatGPT Apps via SDKs for TypeScript, Python, and Go.

    #2 in Evaluate AI systemsMonitor applications

  • Superagent Red Teaming by Superagent

    Automated adversarial testing service that deploys specialized attack agents against production AI systems to surface vulnerabilities.

    #3 in Evaluate AI systems

  • AI Agent by Labelf

    Ask questions in plain language and get answers in seconds with charts, citations, and recommended actions.

    Recommend next actionsQuery data

  • Alguna Invoicing & Payment Collection by Alguna

    Accounts receivable automation with centralized AR dashboard, automated collections and dunning, multi-method payment support, auto-reconciliation, and offline payment…

    Process invoicesReconcile transactions

  • Analyze by Hindsight

    AI-powered win-loss intelligence analyzing 100% of deals automatically.

    Analyze customer feedbackResearch markets

  • AR Software by LedgerUp

    Accounts receivable software with an AI teammate (Ari) running accounts receivable operations.

    Process invoicesExtract document data

  • Ari by LedgerUp

    AI agent that executes revenue operations tasks — sending invoices, chasing payments, reconciling cash, and answering billing questions — directly from Slack.

    Process invoicesReconcile transactions

  • Ask Brainfish by Brainfish

    Internal copilot for support teams providing real-time answer drafting and product knowledge lookup inside helpdesks, Slack, Teams, Chrome, and Claude.

    Draft emailsSearch company knowledge

  • BSI C5 compliance by Vanta

    Automate C5 compliance with Vanta.

    Monitor complianceCollect audit evidence

  • Clueso Agent by Clueso

    Automates product video creation: writes scripts, records screen via a browser agent, edits, and updates videos as features ship.

    Generate videosEdit videos

  • Compliance Platform by Oneleet

    All-in-one compliance automation platform with cross-framework mapping, continuous monitors, access reviews, risk management, vendor management, trust center, and…

    Monitor complianceAssess third parties

  • Contract-to-Cash Automation by LedgerUp

    Reads contracts, creates invoices, chases payments, and reconciles cash automatically with two-way sync across CRM, billing, and finance tools.

    Process invoicesReconcile transactions

  • Delve

    AI compliance platform automating evidence collection, continuous monitoring, control validation, security questionnaire automation, SAST code scanning, infrastructure…

    Monitor complianceCollect audit evidence

  • Frigade Assistant by Frigade

    AI digital adoption platform that learns the product by using it and guides users in real time with answers, walkthroughs, and actions.

    Onboard customersAnswer domain questions

  • Interfere by Interfere, Inc.

    Production visibility platform that detects bugs, understands root causes, and helps teams resolve issues from first signal to production fix.

    Monitor applicationsDebug software

  • Interfere for Engineers by Interfere, Inc.

    Connects errors, sessions, code changes, deployments, and investigations into a single workflow for engineers to move from detection to resolution without switching…

    Monitor applicationsDebug software

  • Luciq Platform by Luciq

    All-in-one mobile observability platform covering the full lifecycle from testing to production monitoring, including observability, intelligence, resolution, and…

    Monitor applicationsDebug software

  • Makeasite

    Platform delivering a working SaaS template out of the box alongside an AI assistant for code editing, database management, debugging, project search, external web…

    Build applicationsDebug software

  • Navattic Copilot by Navattic

    AI assistant that helps build interactive product demos faster by writing demo drafts, personalizing content, and suggesting best practices.

    Write contentPersonalize content

Showing 20 of 97

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