How it works

Five real stages, no theatrical work

Each question passes sources, agent, shape critic, quantifier, and governance. Stage timing is for legibility; the figures are not fabricated.

1 · Sources

A live count of invoices, customers, and campaigns. This stage says what the agent is talking over.

2 · Agent

A parameterized SQL template runs on that data. This is not theatrical “thinking”; it is a real query.

3 · Shape check

The result has to match its declared shape. If it does not, it is rejected. There is no separate hypothesis critic here; the honesty is in naming that.

4 · Quantifier

If the question has a computable effect, it is computed from live evidence. If it does not, no figure is invented.

5 · Governance

A policy check is recorded. A reject means the answer is not published. This stage closes the question the way the footer trace closes the page.

Let’s make your processes agentic

Where do we start?
Five real stages, no theatrical work · DIDRAH