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Prompt gap analysis: map buyer questions to pages

The short answer

Prompt gap analysis maps a registered buyer question and its required answer facets to the canonical pages that visibly address it. Classify each prompt as covered, partial, missing, or duplicate under a frozen rubric; preserve the exact prompt, source, audience, candidate URLs, and content locators; then hand one bounded, repairable gap to Fix. A generated prompt idea, a provider-rewritten query, or a sampled grounding query is not measured search demand, and an absent AI answer is not by itself a content-coverage defect. Publication is complete when the mapping and handoff validate; site traffic is a separate outcome and is not required.

What is the scope of prompt gap analysis?

The unit is a registered buyer question and user job, its required answer facets, and an owned-page mapping. The analysis asks whether one intended canonical page visibly provides the required information; it does not infer a gap from a provider response or a sitewide score.

Keep the original prompt, any provider-derived search, and the observed answer separate. Query fan-out, query rewriting, sampled grounding phrases, keyword estimates, and traffic each describe different objects and do not establish a content-coverage defect.

Which prompt inputs must be frozen first?

Register the panel and rubric before inspecting pages so convenient wording cannot redefine the gap.

The linked prompt portfolio template registers prompt identity and scope, but it does not carry page-and-facet mappings, content locators, page versions, facet rationales, or evidence pointers. Attach a companion mapping record keyed by prompt ID before classifying coverage.

  • Prompt ID, verbatim prompt, source and collection date, audience, buyer stage, locale or language, inclusion reason, and exclusion rule.
  • Required answer facets with a source or product rationale for each one.
  • Candidate canonical URL, visible page locator, ownership decision, saved page version, and evidence pointer.
  • Generated prompt ideas may enter as candidates only; they are not measured demand or observed gaps.
  • No prompt count, aggregate coverage threshold, or page-per-query rule is universal.

What must the companion prompt mapping record contain?

Keep the template's prompt ID as the join key. For every required facet, retain the registration source, inclusion rationale, evidence pointer, before and after visible locators, intended canonical path, page version, and canonical-resolution evidence.

The table below is the synthetic companion mapping for G01–G04. Its synthetic-evidence strings are artifact identifiers, not live URLs or external proof.

Prompt and facetRegistration and rationaleBefore locatorAfter locatorEvidence pointer
G01 · product categoryproduct-research · synthetic-research/R01 · The answer must identify what S1 is./products/s1#overview · paragraph 1/products/s1#overview · paragraph 1synthetic-evidence/G01/F1
G01 · intended useproduct-research · synthetic-research/R01 · The answer must state the intended operating use./products/s1#overview · paragraph 2/products/s1#overview · paragraph 2synthetic-evidence/G01/F2
G02 · 12-month interval under standard conditionssupport-record · synthetic-support/S14 · The decision requires the ordinary schedule and its condition./support/s1-calibration#schedule · paragraph 2/support/s1-calibration#how-often · sentence 1synthetic-evidence/G02/F1
G02 · after-shock exceptionsupport-record · synthetic-support/S14 · The exception changes when recalibration may be required.No supported before locator/support/s1-calibration#how-often · sentence 2synthetic-evidence/G02/F2
G03 · Modbus TCPsales-record · synthetic-sales/S22 · The integration decision requires an explicit protocol name./products/s1#protocols and /support/s1-integrations#supported/products/s1#protocols and /support/s1-integrations#supportedsynthetic-evidence/G03/F1
G03 · OPC UAsales-record · synthetic-sales/S22 · The integration decision requires an explicit protocol name./products/s1#protocols and /support/s1-integrations#supported/products/s1#protocols and /support/s1-integrations#supportedsynthetic-evidence/G03/F2
G04 · documented operating range or ingress conditionsales-record · synthetic-sales/S31 · A supported suitability answer needs an applicable environmental limit.No supported before locatorNo supported after locatorsynthetic-evidence/G04/F1-missing

How are prompts mapped to canonical pages?

Inspect rendered visible content rather than infer coverage from a title, schema object, or URL. Record the exact heading, table, or paragraph locator for each supported facet, follow redirects, and confirm the intended canonical owner.

Count a facet once even when the same wording repeats. When several pages claim the same user job, retain duplicate ownership as its own state rather than treating repetition as stronger coverage.

Which coverage states must stay separate?

Assign one state from the frozen page-and-facet evidence. Excluded or invalid prompts remain outside any aggregate.

StateRuleNext decision
CoveredExactly one intended canonical owner visibly supports every required facetPreserve; do not invent a fix
PartialA candidate supports at least one but not all required facetsName the missing facet and inspect a bounded repair
MissingNo candidate supplies the required answerResolve evidence and page ownership before creating anything
DuplicateMore than one page claims the same prompt jobChoose or consolidate canonical ownership
ExcludedThe prompt is invalid, out of scope, or unregisteredReport separately; never move it silently into a denominator

What does the worked synthetic prompt matrix show?

SYNTHETIC EXAMPLE — Northstar S1, its pages, sources, surfaces, and observations are fictional; this is not RankEcho data, customer data, provider evidence, or a benchmark.

The four registered prompts produce one covered, one partial, one duplicate, and one missing row. Five of seven required facets are visibly supported before the fix: 5/7 = 71.4%. That aggregate is descriptive, not importance-weighted and not a RankEcho product score.

Prompt and user jobRequired facetsCandidate page or pagesBefore supportCoverage state
G01 · What is Northstar S1 used for? · category understandingproduct category; intended use/products/s12/2covered
G02 · How often should Northstar S1 be calibrated? · maintenance decision12-month interval under standard conditions; after-shock exception/support/s1-calibration1/2partial · selected for Fix
G03 · Which control protocols does Northstar S1 support? · integration requirementsModbus TCP; OPC UA/products/s1; /support/s1-integrations2/2duplicate
G04 · Can Northstar S1 be used outdoors? · suitability decisiondocumented operating range or ingress conditionNo qualifying candidate0/1missing

How is one gap selected for Fix?

A fix handoff needs an existing target page, exact missing facet, support boundary, proposed semantic delta, acceptance test, competing explanations, and rollback. G02 qualifies because its canonical owner and standard interval are established while the material shock exception is missing.

G03 still needs a canonical-ownership decision and G04 still needs evidence and page-ownership work. Neither is silently folded into the G02 edit.

Which false positives and overlap risks should stop the diagnosis?

Stop when the claimed gap is only a generated prompt, provider rewrite, sampled grounding phrase, keyword estimate, missing answer, title mismatch, schema-only statement, or traffic trend. None demonstrates missing visible page coverage on its own.

The Prompt Gap Finder generates starter ideas; AI Citation Gap Analysis classifies target-owned source absence in observed answer cells; Prompt Intelligence describes the product capability. This guide owns the separate manual prompt-to-page-and-facet mapping.

Which deterministic validation checks complete Find?

Complete Find from the registered mapping and exact handoff. Do not wait for a citation, ranking, referral, impression, or traffic change.

CheckPass conditionRetained evidence
Prompt identityEvery prompt has a unique ID, exact wording, source, audience, and inclusion ruleVersioned prompt record
Facet basisEvery required facet has a source or product rationaleFacet definition and locator
Visible supportEvery supported facet has a reproducible rendered-content locatorSaved page and capture
Page ownershipRedirect and canonical resolution reproduce the declared candidatesResolved URLs and canonical evidence
ClassificationRow states and 5/7 arithmetic recompute from the recordsMachine-readable matrix
HandoffOne target, missing facet, delta, alternatives, acceptance rule, and rollback are exactG02 handoff record

How does prompt-gap analysis hand off to Prove?

Carry G02, both required facets, the exact target page, saved before version, source boundaries, and V01–V06 cell definitions into the bounded change and later repeat record.

The Find classification is complete before later observations exist. Site traffic is a separate outcome and is not required for the handoff or publication.

Who maintains this prompt-gap guide?

Written and maintained by Abiot Y. Derbie. Published 2026-09-07; sources checked 2026-09-07; last updated 2026-09-07. The worked records are synthetic.

Recheck provider descriptions, prompt provenance, canonical mappings, and visible-content locators before applying the method. Send material corrections through the contact page.

Sources reviewed

Provider eligibility and measurement claims below were checked against primary documentation. These records do not establish a universal selection formula, causation, or a guaranteed ranking, impression, recommendation, or citation.

3 claim-level source records
Checked 2026-09-07 · Primary-source diagnostic review · Confidence is recorded per claim.
Claim reviewedOfficial sourceReview record
Google says AI Overviews and AI Mode may use query fan-out, may use different models and techniques, and can show varying responses and links; AI Overviews do not trigger for every query, and eligibility does not guarantee crawling, indexing, or serving.Google Search: AI features and your websiteChecked 2026-09-07 · Google Search documentation last updated December 10, 2025 · Primary-source documentation check; this does not expose all derived queries, quantify prompt demand, prescribe one page per fan-out query, explain a particular result, or generalize to another provider. · Confidence: High
OpenAI says ChatGPT Search may rewrite a user question into one or more targeted partner queries; location and enabled memory can affect that process; web-search responses may include citations, which can be incomplete, outdated, or incorrect.OpenAI Help: searching the web with ChatGPTChecked 2026-09-07 · Current consumer ChatGPT Search guidance · Primary-source documentation check; the guidance does not expose every rewritten query, define a ranking formula, guarantee placement, or describe API and non-Search surfaces universally. · Confidence: High
Bing's public-preview AI Performance report exposes citations, cited URLs, trends, and sampled grounding-query phrases; Microsoft says those aggregates do not indicate placement, ranking, authority, page importance, or page role in a particular answer.Bing Webmaster Blog: AI PerformanceChecked 2026-09-07 · Public preview announced February 10, 2026 · Primary-source documentation check; a sampled grounding phrase is neither a complete prompt inventory nor measured search demand and is not a manual prompt-coverage state. · Confidence: High

Frequently asked questions

Is a generated prompt automatically a prompt gap?

No. It is a candidate until it is registered with a user job and mapped to visible content under a declared facet rubric.

Is a sampled grounding query measured search demand?

No. Bing describes grounding-query phrases as a sample of citation activity. They are not a complete prompt inventory or a search-volume measure.

Does an absent AI answer prove the page lacks coverage?

No. Inspect the intended canonical page and required visible facets directly; provider availability, context, retrieval, and answer composition remain separate.

Should duplicate pages count twice?

No. Record duplicate ownership and decide which page should own the user job instead of inflating supported-facet coverage.

Does low traffic block prompt gap analysis?

No. Site traffic is a separate outcome and is not required to classify the registered page-and-facet evidence.

Register prompts in the portfolio →
Last updated 2026-09-07 · RankEcho · Operated by Nexus Decision Systems LLC