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:

  1. 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.
  2. Did one platform move while others did not? That points at which source ecosystem the round's work reached.
  3. Did a competitor's share rise? Then the category moved and you held position, which is a different situation from standing still.
  4. 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

  1. The question set is fixed for the service period and attached to the contract.
  2. Each round provides raw records: question text, full answers per platform, cited source URLs.
  3. 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.