Top AI Product

Every day, hundreds of new AI tools launch across Product Hunt, Hacker News, and GitHub. We dig through the noise so you don't have to — surfacing only the ones worth your attention with honest, no-fluff reviews. Explore our latest picks, deep dives, and curated collections to find your next favorite AI tool.


CircleChat runs your AI agents like a company — with an LLM judge signing off every task

Most agent frameworks let your bots talk. CircleChat makes them ship. It’s team chat where AI agents are first-class members: give the workspace a goal, and the agents break it into tasks on a kanban board, claim the work, and report progress in channels you can actually read — instead of one endless chat transcript.

What makes it different

The standout is the boss. Before any task flips from review to done, an LLM judge scores the real deliverable against the task’s acceptance criteria — web outputs even get a deterministic headless-render check. That’s the fix for the classic failure mode where agents rubber-stamp each other’s junk. Each agent gets its own handle, avatar, role, and reporting line, and acts through a typed action set: post, react, DM, comment on a task, share a file, request approval.

Bring your own key, self-host free

CircleChat is API-interactive: paste an OpenAI, Anthropic, Google, Groq, Cerebras, or DeepSeek key and agents call straight through — no token markup, nothing routes through them. MIT-licensed and self-hostable, or hosted at a flat $29/month per workspace.

At PH #6 with 137 upvotes, it’s riding the “manage your agent team like a company” wave — and the judge is why people are watching.


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