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Swarmcheck
The evaluation and quality layer for AI-native products.
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.
We're launching Swarmcheck - the QA platform built for AI-native products.
Testing has a problem. The tooling we all use was built for deterministic software. But the products we're shipping in 2026 - AI chat agents, voice agents, LLM pipelines, autonomous agents - are fundamentally non-deterministic. They don't fail with a stack trace. They fail silently, subtly, and in production.
SwarmCheck fixes that.
Here's what we're building:
🤖 AI-Powered QA Automation(launching first) Auto-generate test cases, self-heal broken selectors, and get from zero to full test coverage in seconds. The foundation - up and running before you've finished your morning coffee.
🐝 The Swarm A coordinated swarm of AI agents that explores your product like real users - navigating flows, triggering edge cases, and surfacing failures that scripted tests never find. Your product, stress-tested at machine scale.
📊 AI Quality Platform Give your engineering, QA, and product teams a single place to evaluate, observe, and continuously improve every LLM feature - with golden datasets, LLM-as-judge evaluation, and production drift monitoring.
We're in beta. If you're shipping AI features and want to test them properly - we'd love to have you in.
We'd love your feedback, questions, and - obviously - your upvotes 🙏
About Swarmcheck on Product Hunt
“The evaluation and quality layer for AI-native products.”
Swarmcheck was submitted on Product Hunt and earned 5 upvotes and 1 comments, placing #77 on the daily leaderboard. 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.
On the analytics side, Swarmcheck competes within SaaS, Software Engineering and No-Code — topics that collectively have 90.9k followers on Product Hunt. The dashboard above tracks how Swarmcheck performed against the three products that launched closest to it on the same day.
Who hunted Swarmcheck?
Swarmcheck was hunted by Naveen Bhati. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of Swarmcheck including community comment highlights and product details, visit the product overview.
Naveen Bhati
Hey Product Hunt! 👋
We're launching Swarmcheck - the QA platform built for AI-native products.
Testing has a problem. The tooling we all use was built for deterministic software. But the products we're shipping in 2026 - AI chat agents, voice agents, LLM pipelines, autonomous agents - are fundamentally non-deterministic. They don't fail with a stack trace. They fail silently, subtly, and in production.
SwarmCheck fixes that.
Here's what we're building:
🤖 AI-Powered QA Automation (launching first)
Auto-generate test cases, self-heal broken selectors, and get from zero to full test coverage in seconds. The foundation - up and running before you've finished your morning coffee.
🐝 The Swarm
A coordinated swarm of AI agents that explores your product like real users - navigating flows, triggering edge cases, and surfacing failures that scripted tests never find. Your product, stress-tested at machine scale.
📊 AI Quality Platform
Give your engineering, QA, and product teams a single place to evaluate, observe, and continuously improve every LLM feature - with golden datasets, LLM-as-judge evaluation, and production drift monitoring.
We're in beta.
If you're shipping AI features and want to test them properly - we'd love to have you in.
👉 Book a demo at Swarmcheck AI
We'd love your feedback, questions, and - obviously - your upvotes 🙏