Do-it-yourself game plans · No. 09 / 22

Stage 3: How do you explain competitor visibility gaps?

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Investigate plausible explanations separately. Do not jump from “competitor appears” to “we need more content”.

Use this diagnostic sequence:

QuestionEvidence to inspectAppropriate next step
Do we genuinely fit the requested use case?Approved product facts and actual requirementsCorrect positioning or accept legitimate exclusion
Is the result recurring?Repeated answers under comparable conditionsExpand or narrow the investigation
Can important pages be accessed and indexed?Native search tools, crawler policies and logsTechnical ticket
Are our buying facts clear and consistent?Pricing, product, integration, security and support pagesProduct-information correction
Which sources accompany competitor recommendations?Exact cited pages and supporting claimsSource-specific investigation
Is the answer wrong despite accurate sources?Answer claim versus source contentAccuracy register and product feedback
Did the measurement method change?Prompt versions, settings, collection route and engine labelsMark a break or establish a new baseline

These are diagnostic branches, not a claim that all factors have proven causal effects on recommendations.

How do you build a competitor citation map?

For each captured answer:

  1. Extract every displayed citation URL.
  2. Preserve the original URL; also store the resolved destination and a normalised version for grouping.
  3. Classify the source: vendor-owned, editorial, review platform, community, directory or other.
  4. Record which brands the page actually discusses.
  5. Identify the claim the citation appears to support.
  6. Check whether the accessible page supports that claim.
  7. Record publication/update dates where available and the date you checked it.
  8. Mark inaccessible or paywalled material as unverified rather than assuming its contents.

Count a domain once per answer when measuring domain recurrence, while retaining page-level detail. Otherwise, several links to one publisher can overwhelm a frequency table.

Interpretation rule: a source repeatedly cited alongside a competitor is an investigation lead. It is not proof that obtaining a mention on that source will produce the same recommendation.

Which gaps should you fix first?

Use a priority queue rather than a pseudo-precise “AI opportunity value”:

  1. Urgent: materially false or sensitive product claims.
  2. Foundational: confirmed access, indexing or factual-consistency problems.
  3. Commercial: recurring gaps on important buying questions with a plausible, controllable intervention.
  4. Exploratory: one-off omissions, speculative source opportunities or low-priority questions.

For every item, write the observation, hypothesis, proposed change, responsible owner, acceptance check and recheck date.

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