Swarmcheck
The evaluation and quality layer for AI-native products.
Swarmcheck launched on May 27, 2026 with 5 votes, #2,008 of 20,538 launches that month and more than 75% of that year's launches.
What it does
Swarmcheck is the platform engineering teams use to test, monitor, and continuously improve AI features. Unlike traditional QA tools focused on deterministic correctness, Swarmcheck AI is built for AI-native products, evaluating the quality of non-deterministic, context-dependent AI experiences across chat, RAG, agents, voice, image generation, classification, search, and more. Built for non-deterministic systems, it tests not just your product’s workflows, but the AI behaviour inside them.
Swarmcheck runs autonomous QA agents against your live web and mobile app, catching regressions before users do.
New: Read our White Paper 2026 on how teams test AI features and agents. Read the white paper Every team uses AI to build faster. Almost none of them have a way to test what they shipped. Swarmcheck checks your UI flows with a persona swarm and validates your AI features with semantic assertions — hallucinations, prompt injection, response-quality regressions — on every PR. "Everyone else uses AI to run your tests. We test the AI inside your product. That's a different problem." Traditional QA can’t check if your AI works. Swarmcheck is built for product teams—not just LLM engineers—so you catch AI failures before users do. Traditional tests check exact (deterministic) outputs. AI features…from swarmcheckai.com
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