Arrow 
A weekly citation review should turn observed answers into a small, prioritized work queue. Check collection quality, inspect changed source links, document information gaps and assign useful corrections. Preserve the underlying responses and close tasks only after verification. The central measurement guide defines the metrics; this playbook explains how a team uses them.
Open the week with a reliable evidence bundle
Collect the current observation export, the previous comparable period and the page-change log. Keep the question-panel version and collection context visible. Before interpreting a chart, check whether the same questions and surfaces were actually measured.
Identify incomplete attempts and settings changes. If a tool switched from a public interface to an API, separate that series. If the sample shrank, show which questions are missing. A recording problem should create a measurement task before it becomes a content recommendation.
Use the reference measurement method for classification and denominators. This weekly process adds an operational journal; it should not create a competing definition of citation rate.
Review important changes in the actual answers
Start with commercially important questions, product inaccuracies and large unexplained changes. Open the saved responses. Check whether a new source supports a recommendation, an educational claim or a criticism. The same domain can play different roles.
Review a sample of apparently unchanged answers as well. A stable total can conceal different cited pages, a new competitor or an inaccurate product description. Retain the full context rather than extracting only the sentence that mentions your company.
Bing AI Performance offers citation observations across supported experiences. Use it as complementary evidence, keeping its coverage separate from your own prompt panel. Bing's report introduction.
Write a source-gap journal
A source gap is a documented information need worth investigating. It might be a missing implementation example, an outdated price explanation or a relevant independent comparison where the product is absent. Record the evidence before proposing an action.
The table below illustrates work-item formats. It contains no observed Arrow results.
Each journal entry should include the question ID, response reference, source URL, date, affected buyer need, proposed owner and unresolved uncertainty. Do not label every competitor citation an opportunity: the source may cover a different product category or market.
Separate changes you control from external opportunities. Correcting your documentation can be assigned immediately within your publishing process. An external mention depends on relevance and another publisher's independent decision.
| Observed issue | Investigation | Possible work item |
|---|---|---|
| An answer repeats an outdated limit | Find the source and verify the current limit | Correct the owned page and review related material |
| A selection answer cites implementation detail | Compare the evidence available to buyers | Prepare a supported walkthrough if needed |
| A relevant external comparison omits the product | Assess audience fit and editorial criteria | Prepare accurate information for an authorized contribution |
| Sources change after collection settings change | Check comparability | Repair or separate the measurement series |
Choose a small set of useful actions
Prioritize a factual correction before an optional new article. Among remaining tasks, consider buyer importance, strength of the evidence, effort and whether the proposed asset would help even without an AI citation.
Give each selected task an acceptance condition. 'Publish current onboarding dependencies with product-owner approval' is checkable. 'Increase authority' is too vague. Record a publication date and the questions whose answers may be relevant to review.
Keep a hypothesis separate from an observed cause. A useful source gap can justify improving information, but it does not prove that a particular edit will make an assistant recommend the company.
Close the week with verification and a decision log
Confirm completed changes on their public URLs and verify the claims, links and next step. On the next comparable collection, review the relevant questions without removing poor results. Note whether the issue remains, improves or cannot yet be evaluated.
An operational summary should list completed corrections, unresolved evidence gaps and the next collection date. Retain examples that produced no measurable change; they help prevent repetitive work based on an attractive assumption.
Apply the journal to the healthcare citation dossier, where claim context requires careful review, or the yacht-broker visibility dossier, where buyer fit matters. Request a free audit to identify a practical starting scope.
Sources and editorial scope
This is Arrow AI's implementation guidance. Examples are illustrative unless identified as dated observations. Source access and good content do not guarantee a recommendation.
Continue through the GEO evidence library, inspect Arrow GEO's measurement limits, or start an audit.