AttackIQ
web paid closed sourceAttackIQ continuously tests your cybersecurity defenses by simulating real attacks across your entire infrastructure. Instead of waiting for breaches to find gaps, it runs automated adversary emulations 24/7 to validate what's actually working. Security teams who are tired of playing defense with blindfolds finally get to see which expensive tools are earning their keep.
Continue
web freemium open sourceContinue runs AI quality checks on every pull request automatically. It enforces your engineering standards as markdown-defined checks with suggested fixes. Perfect for dev teams who want consistent code quality without endless manual reviews.
GameDriver
all paid closed sourceGameDriver automates video game testing across Unity and Unreal Engine projects without touching your code. Its HierarchyPath query language finds and manipulates any object in your game at runtime, making test scripts actually work when you change things. Game developers who are tired of manually testing every build cycle finally get their weekends back.
Garak
all free open sourcegarak scans your AI models for security holes before hackers do. It's backed by NVIDIA and constantly updated by the community to stay ahead of new vulnerabilities. Any company building with LLMs needs this to avoid becoming the next AI security disaster story.
Lakera
web freemium closed sourceLakera stops hackers from breaking your AI chatbots and stealing your data. Their secret weapon is learning from over a million actual AI attacks through their Gandalf hacking game. Perfect for any company deploying GenAI who doesn't want to become tomorrow's security nightmare headline.
Maxim
web freemium closed sourceMaxim tests your AI agents so they don't embarrass you in production. It simulates thousands of scenarios and evaluates performance before your users ever see broken responses. Perfect for AI teams tired of playing whack-a-mole with agent failures.
Modl
web paid closed sourceAI agents play through your game builds like real players to catch bugs before launch. No SDKs or code integration needed - just upload and tell the AI what to test in plain English. Game developers who want faster QA cycles without engineering bottlenecks will love this hands-off approach.
nunu
web paid closed sourceAI agents play your games to find bugs so you don't have to. They test like humans by looking at screens and clicking buttons, catching issues other testing tools miss. Game studios need this because manual QA is expensive and AI agents work 24/7 without coffee breaks.
OpenBox
web freemium closed sourceOpenBox turns your AI agents from liability nightmares into trustworthy employees with real-time oversight. Every action gets tracked, verified, and governed before it can cause chaos. Perfect for enterprises tired of explaining AI disasters to regulators and stakeholders.
Orca Security
web paid closed sourceOrca AI is your GenAI-powered cloud security analyst that cuts through alert noise to find what actually matters. It speaks plain English so you can ask 'Do I have log4j vulnerabilities exposed?' instead of learning cryptic query languages. Perfect for overwhelmed security teams who need to move fast without hiring more people.
Patronus AI
web paid closed sourcePatronus AI creates digital world simulations that train AI models on realistic scenarios instead of synthetic fluff. Their secret sauce is Digital World Models that predict how agents behave in real workflows, giving frontier models the high-quality training data they're starving for. Perfect for AI companies tired of their models failing at basic real-world tasks because they trained on garbage data.
Pentera
web paid closed sourcePentera automatically hacks your own systems to find security holes before bad guys do. It runs full attack simulations using AI to discover complete kill chains and prioritize what actually matters. Security teams at 996+ companies use it to stop playing whack-a-mole with vulnerabilities and focus on real risks.
PentestGPT
linux free open sourcePentestGPT automates the entire penetration testing process from reconnaissance to exploitation using AI. Unlike traditional tools that need constant human guidance, this runs completely autonomous penetration tests. Security professionals and ethical hackers can now run comprehensive pen tests without babysitting every single step.
Permit.io
web freemium open sourcePermit.io controls what AI agents can access in real-time, stopping them from going rogue with your sensitive data. It creates dynamic identities by interrogating agent intent - if prompts change maliciously, access gets denied instantly. Perfect for enterprises, fintech, and healthcare teams who want AI benefits without the security nightmares.
PromptArmor
web paid closed sourcePromptArmor spots AI security risks hiding in your vendor stack before they bite you. Their secret sauce is mapping exactly how third-party AI tools handle your sensitive data across 26 different risk vectors. Enterprise security teams and law firms use this to sleep better knowing their AI vendors aren't leaking client secrets through prompt injection attacks.
Ragas
SDK freemium open sourceRagas evaluates your RAG applications with automated metrics so you know if they actually work. It generates synthetic test data and monitors production performance without you building custom evaluation pipelines. Data scientists and ML engineers who need to validate their retrieval systems before shipping to users.
Tracium
web freemium closed sourceTracium monitors your AI agents and costs with just one line of code. While others require complex setup, this gives you instant visibility into what your AI is actually doing and spending. Perfect for developers who want to track their AI systems without becoming DevOps experts.
Versive
web freemium closed sourceVersive runs user testing with real people and AI users in minutes instead of weeks. You can import Figma designs, drop in an outline, and get interview-style insights without the scheduling nightmare. Perfect for product teams who need fast feedback without sacrificing quality or burning through their UX budget.
Virtuoso QA
web paid closed sourceTurns plain English into automated tests that actually work without breaking every update. Uses AI to self-heal tests with 95% accuracy, so your QA team stops babysitting flaky automation. Perfect for enterprises drowning in manual testing who need bulletproof test coverage without the usual maintenance nightmare.
