One AI Can Be Wrong. Three AIs Debating Is Harder to Fool.
Delimit runs multi-model deliberation across Grok, Gemini, and Codex. When all three agree, you can trust the answer.
Ask one AI a question and you get one opinion. Ask three AIs the same question, let them debate, and you get something closer to the truth.
Delimit's deliberation engine runs multi-model consensus across Grok, Gemini, and Codex. Each model sees the question, the context, and the other models' responses. They debate in rounds until they agree — or until disagreements are clearly documented.
Why it matters
- Reduces hallucination. If all three models agree on a fact, it's more likely to be true than any single model's assertion.
- Surfaces blind spots. Models have different training data and reasoning patterns. One model catches what another misses.
- Documents dissent. When models disagree, the transcript shows exactly where and why. Better than a single model confidently being wrong.
Two modes
Dialogue
Short conversational turns like a group chat. 6 rounds. Good for quick decisions.
Debate
Long-form essays with full counter-arguments. 3 rounds. Good for complex strategy.
Deliberation is a Pro feature available through the MCP toolkit. Install Delimit into your AI coding assistant and use it for architecture decisions, risk assessment, or any question where a single model's answer isn't enough.
npx delimit-cli setup
Install the MCP server
Persistent memory, ledger, and governance for your AI coding agent.
npx delimit-cli setupRead the quickstart