AI Roundtable
Let 200 models debate your question
Get picks like this daily. Today's launch numbers, the top launches, AI and tech news, and a daily opportunity pick, straight to your inbox.
Want to reach these readers? Sponsor an issue.
Hey HN! After the Car Wash Test post got quite a big discussion going (400+ comments, https://news.ycombinator.com/item?id=47128138), I spent the past few weeks building a tool so anyone can run these kinds of questions and get structured results. No signup and free to use.You type a question, define answer options, pick up to 50 models at a time from a pool of 200+, and they all answer independently under identical conditions. No system prompt, structured output, same setup for every model.You can also run a debate round where models see each other's reasoning and get a chance to change their minds. A reviewer model then summarizes the full transcript. All models are routed via my startup Opper. Any feedback is welcome!Hope you enjoy it, and would love to hear what you think!
HN · launched Mar 24, 2026 · 118 upvotes (top 8%) · 0 views
Niche: ai benchmarking platforms · 145 launches, 4 in the last 7 days ▼ -56% · Explore this niche →
Category and tags
- Horizontal
- Agent / copilot
- B2C
- AI-native
- Commercial product
Visit website ↗ Source listing ↗
More like this: all 145 launches in ai benchmarking platforms →
Could you build this?
Partial The interface and question-orchestration flow are straightforward to vibe-code, but executing queries across 200+ distinct AI models concurrently requires an extensive multi-provider proxy/routing infrastructure and high-throughput rate-limiting management.
What it would actually take: The app requires a Node.js/Python backend coordinating parallel requests through aggregator APIs (like OpenRouter or direct provider keys for Anthropic, OpenAI, Google, AWS Bedrock). The hard part is managing connection timeouts, token costs, rate limits, schema validation, and structured consensus aggregation across hundreds of heterogenous model APIs without failing the user request.
Discussion
20 comments analyzed.
Competitors mentioned: LetsForge.ai - moderated debate format with turn-taking arguments, Roundtable.now - sequential discussions with moderator synthesis, Claude Code, Cursor, VS Code Copilot - integrated coding agent workflows
Concerns raised: Models lack access to tools and latest training data, Smaller/older models make consistently wrong choices, LLM-as-a-judge reliability questionable for goal alignment scoring, Roundtables created before account creation can't be modified
Feature requests: MCP integration for use in coding agents and IDEs without leaving workflow, More open-ended question formats, Ability to edit roundtables created before account creation
Competitors
Other products that read as similar to this one : 242 launches clear the similarity bar, closest 8 shown.
Attention rank: #29 of 243 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 140 days after the earliest competitor.
- Museum of Models · ph · 2026-10-10 · 64 upvotes · similarity 0.52
- I asked HN about AI agentic setups, here are 750 of the comments mapped · hn · 2026-11-06 · 5 upvotes · similarity 0.51
- Modelpeers · hn · 2026-11-03 · 5 upvotes · similarity 0.49
- Roundtable · hn · 2025-12-02 · 6 upvotes · similarity 0.48
- Was tired of drowning in HN comments, so I built an AI Chief of Staff · hn · 2026-01-26 · 5 upvotes · similarity 0.48
- Parley · ph · 2026-09-19 · 1 upvotes · similarity 0.45
- Chatardo · ph · 2026-09-14 · 1 upvotes · similarity 0.44
- Debatly · ph · 2026-09-27 · 2 upvotes · similarity 0.44
The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.