Re-run verification

The canonical definition of the Noetio verification loop - audit, fix, re-verify - and what the day-30 delta report contains.

This is the canonical definition of the Noetio verification loop: audit, fix, re-verify. Every engagement runs it; every page on this site that names the loop means exactly what this page describes.

The method

Thirty days after fixes ship, we re-run every query from your audit: the same 30 buyer-intent prompts, the same engines (ChatGPT, Perplexity, Gemini, plus AI Overviews checks), each prompt repeated multiple times per engine, because single runs of a non-deterministic system prove nothing.

What the delta report contains

Per query, per engine: whether you were mentioned before and after, your position among recommendations, the verbatim answer text for both runs, and the aggregate mention-rate movement. Screenshots included, raw responses available.

Why per-engine

A blended score hides the mechanism. ChatGPT movement usually follows Bing indexation; Perplexity follows citation-source presence; Gemini follows structured data. Per-engine deltas tell you which fix did the work.

What we will not claim

We do not promise rankings, guaranteed citations, or traffic. AI answers are probabilistic and engines update constantly. What we guarantee is the work (at least 10 concrete fixes per audit) and the measurement: the re-run happens, documented, whatever it shows.

The measurement pipeline is the same one behind the public CRM leaderboard. The full statistical protocol behind it, run counts per prompt and engine, confidence intervals, share-of-voice formula and adaptive sampling, is documented on the methodology page.

On this page