With IntentGate, AI stops guessing.
Starts asking.

IntentGate suppresses AI output until your intent is clear.
No more inference — just aligned results.

Anthropic's AI Fluency Index:

users who question AI reasoning get 5.6x better outcomes.¹

IntentGate flips that — it makes AI question you first, to match your intention.

5,000 lines. Gone. Not because the AI couldn't code — it wrote 670 tests too. Because it never asked if it was building the right thing.

“I'm not a great prompter. So I built something that asks me what I meant, I suppose.”

Intent Discovery

Automatically discover and classify user intents from natural language input across your AI applications.

Alignment Scoring

Score how well your AI responses align with identified user intents using configurable evaluation criteria.

Multi-Channel Support

Connect via REST API or MCP protocol. Works with ChatGPT, Claude, and any LLM-powered application.

For beginners, AI becomes your consultant.
For experts, your collaborator.

How It Works

Integrate IntentGate into your application with a single API call or MCP server configuration.

Define your intent taxonomy and alignment criteria. IntentGate evaluates every interaction automatically.

Ship with confidence knowing every AI response is checked against your intent alignment gates.

The engine is fully open source. The cloud adds managed infrastructure for teams who want it.