With AIntent, AI stops guessing.
Starts asking.

AIntent 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

AIntent 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

Install the CLI with `npm i -g aintent-s`, connect via REST API, or use MCP. Works with ChatGPT, Claude Code, Codex, and any LLM-powered application.

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

How It Works

Run `npm i -g aintent-s` and `aints init claude` (or `aints init codex`) to bootstrap your CLI skill, or connect via REST API / MCP.

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

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

The alignment engine is fully open source. Choose the path that fits your workflow.