AI Roundtable: Tool for Comparing 200+ AI Models on Structured Questions

AI Roundtable is a web-based tool that allows users to compare responses from multiple AI models on structured questions. The tool was created following discussion around the "Car Wash Test" post on Hacker News.
Key Features
The tool provides several specific capabilities:
- Question Setup: Users type a question and define answer options
- Model Selection: Choose up to 50 models at a time from a pool of 200+ models
- Consistent Testing Conditions: All models answer independently under identical conditions with no system prompt, structured output, and same setup for every model
- Debate Feature: Run a debate round where models see each other's reasoning and get a chance to change their minds
- Reviewer Model: A reviewer model summarizes the full transcript of responses
- Access: No signup required, free to use
- Infrastructure: All models are routed via Opper (the creator's startup)
Practical Use
This type of tool is useful for developers working with AI agents to systematically compare model performance on specific questions or scenarios. By providing identical conditions across all models, it enables more objective comparisons than manual testing. The debate feature allows observation of how models adjust their reasoning when exposed to alternative perspectives, which can be valuable for understanding model behavior in collaborative or iterative contexts.
The creator is actively seeking feedback from the community and has made the tool available for immediate use without registration requirements.
📖 Read the full source: HN AI Agents
👀 See Also

OpenClaw Skill 'Waiting Tips' Shows Learning Tips During AI Response Wait Times
The 'Waiting Tips' skill for OpenClaw sends a random learning tip immediately when a user sends a message, filling the 5-10 second wait time for AI responses with useful content. It includes 75 bilingual tips in five categories and works across multiple messaging platforms.

Founder Operations in Claude: 19 Reusable Skills for Early-Stage Startups
A founder who exited their first startup published 19 Claude-compatible skill prompts for functions like positioning, pricing, prospecting, and copy — based on their own SOPs and Notion workflows.

Soul MCP Server Adds Persistent Memory and Safety for Local LLMs
Soul is an open-source MCP server that provides persistent memory across sessions for local LLMs with two commands: n2_boot at start and n2_work_end at end. It includes Ark safety features that block dangerous commands like rm -rf and DROP DATABASE at zero token cost, plus cloud storage configuration.

Bifrost LLM Gateway: 11 Microsecond Overhead, Single Binary in Go
Bifrost is an open-source LLM proxy written in Go that routes requests to OpenAI, Anthropic, Azure, and Bedrock with 11 microsecond overhead per request, handling 5,000 RPS on a $20/month VPS.