Human-in-the-loop evidence

“We review every AI result” is a claim.
This is the evidence.

Every organisation using AI says the same sentence: a human checks it. Almost none can prove it — not to a regulator, not to a customer, not in court. The human-in-the-loop record turns that claim into tamper-evident proof.

What is recorded

Not: we review. Rather: here is who reviewed and released what, and when.

For every AI result that leaves your organisation: who released it, when, which result — via a content hash that pins the released text exactly — and in which product, on which object (case, article, e-mail, campaign, course). One shared view for administrators and managers, with CSV export.

The content hash is what separates this from a log line: it proves not merely that a release happened but what was released. A later edit no longer matches the hash, and therefore shows.

Across all five products — LEGALinhouse, PUBLISHinhouse, RECEPTIONinhouse, VOICEinhouse and ACADEMYinhouse.

The uncomfortable half: what went out without a human

A record that shows only the reviewed cases is marketing.

Where a send happens automatically — a rule replying on its own, a scheduled run — it is flagged “without human”. Not hidden, not omitted, not a gap in the log, but an explicit label.

That is built in deliberately. An organisation that does not know its automated paths cannot answer for them — and a supervisory authority that finds them afterwards finds them in the worst possible situation.

Why it differentiates

Most AI tools build the human in as an interaction step — a button. CEAVEO builds the human in as evidence.

The difference surfaces the moment someone asks: show me that this letter, this article, this customer reply was released by a person. A button leaves nothing behind. A hashed record answers in one export.

Together with pervasive pseudonymization, the AI Act register and the two-tier RDG model, that makes a compliance architecture built from artefacts rather than assurances.

Positioning: the record documents your review — it does not replace it and does not assess it. Responsibility for a release stays with the person granting it.

Available across all five products

The platform is in closed beta; general availability November 2026. Access on request.