AI visibility / Governance
How do you change AI tracking questions without creating a misleading trend?
Keep a versioned core panel, record every wording or scope change and separate exploratory questions from comparable observations. When the buyer question changes, the new result may answer a different task. Report that break rather than presenting the combined series as an unchanged trend.
Arrow / Decision brief10Evaluation framework · illustrative workflow
01 / Compare the evidence
What to inspect before you decide.
| Change | Record | Comparison rule |
|---|---|---|
| 01Question wording | Old and new text, reason and effective date. | Treat substantive constraint changes as a new version. |
| 02Market or language | Target geography, language and reviewer. | Avoid merging different market tasks silently. |
| 03Tool or collection method | Surface, method and change date. | Label a method break beside the result. |
| 04Competitor set | Added or removed companies and rationale. | Explain how the denominator or share-of-voice basis changed. |
02 / Worked example
A budget constraint changes the task
Illustrative example · no client result“Which CRM suits a service company?” and “Which CRM suits a service company with five users and a strict monthly budget?” are distinct tasks. Keep the first in the original core if it remains useful. Add the second as an exploratory or new-version question instead of replacing it and calling the resulting rank movement a like-for-like trend.
03 / Put it into practice
A useful next step, with an owner.
- 01
Freeze the baseline
Give the panel a version and retain the exact wording of every question.
- 02
Log the reason
Explain why a question was added, removed or changed and who approved it.
- 03
Run an overlap where practical
Observe the old and new versions during a transition, then show the break explicitly in reporting.
04 / Where Arrow fits
Evaluate us by
the same standard.
Ask Arrow to agree the business, language, market and question panel before setup. If your strategy changes, confirm how the updated scope and observation records will be labeled.
Inspect Arrow’s published scope Published by Arrow AI about its own field and offer.05 / Common questions
The details behind the decision.
Can we add new questions?
Yes. Mark their start date and panel version so their results are not mistaken for an older baseline.
Should poorly performing questions be removed?
Remove questions when they no longer represent a useful buyer decision, not merely to improve the dashboard. Preserve their historical records.
What if the business enters a new market?
Treat the new market as an explicit scope change with appropriate questions and language review.
Can we compare different tools?
You can compare observations while retaining the tool and method labels. Do not describe the environments as identical.
What belongs in a panel change log?
Version, effective date, old and new wording or scope, reason, approver and any impact on the comparison basis.
Sources & scope
This is an editorial evaluation guide, not a completed experiment or an independent ranking of vendors. Product details should be checked against the current offer.
Arrow GEO: scope and measurement method Current Arrow GEO plansFrom a question to a plan
See what your business
needs to make clearer.
Bring your website, market and buyer questions. Start with a free review before choosing a scope.