Re-run, do not redesign
Re-measurement means running the identical question set under identical conditions. Same questions, same punctuation, same number of runs per question, same treatment of web-enabled versus non-web-enabled.
Any change to the method breaks comparability with every previous round. If the method genuinely has to change, restart the series and say so — do not quietly splice the new numbers onto the old chart.
What to report
Two pages is enough:
- Three metrics per platform: mention rate, share of voice, source coverage.
- The change from last round for each.
- The three questions that moved most, with the most likely reason for each.
- Context breakdown — positive, neutral, negative — reported separately, never folded into the headline number.
Long reports are where weak methods hide. If a report cannot fit on two pages, ask what the extra pages are doing.
Reading a flat round
Some rounds do not move, and the useful response is diagnosis rather than reframing. Check in this order:
- Did source coverage move? It usually moves before mention rate. If it moved and mention rate did not, the material is being seen but not preferred — a content quality issue, not a placement one.
- Did one platform move while others did not? That points at which source ecosystem the round's work reached.
- Did a competitor's share rise? Then the category moved and you held position, which is a different situation from standing still.
- Did a model version change mid-round? Note it; do not attribute the flatness to your own work either way.
Attribution on the business side
GEO frequently produces no click. The realistic approach is:
- Add "how did you hear about us" to your lead form, with an AI option.
- Track brand-name search volume — it usually rises when AI mentions rise.
- Ask on sales calls what the customer had already looked into. This also feeds the question set.
Do not construct a precise ROI figure. A defensible correlation, honestly described, survives scrutiny; an invented attribution model does not.
Three clauses that make an engagement verifiable
- The question set is fixed for the service period and attached to the contract.
- Each round provides raw records: question text, full answers per platform, cited source URLs.
- Reported metrics are fixed as mention rate, share of voice and source coverage — no composite "AI ranking" score.
With those three, effect is something you can show a finance team. Without them, price is not worth negotiating, because there is nothing to accept against.