Read the evidence behind the source list

AI Citation Source Gap Analysis

Find the source lists your brand is absent from and test whether the pages already cited support the answer beside them.

We capture ChatGPT answers that expose sources and follow each citation to the exact page and passage. The review shows where the sampled set is irrelevant, stale, overly concentrated or too weak for the statement it accompanies. Content and SEO leads who suspect their ChatGPT citations look thin or stale and want to know exactly why before they pitch a fix.

A scored view shows which cited pages back your claims, which fall short, and where a credible source is still missing.

Citation source map showing AI answers connected to exact pages and missing evidence

Some of the 500+ brands we've worked with

See all references
  • Bayer
  • Defacto
  • Domino’s
  • Gedik Yatırım
  • Duru
  • Koleksiyon Mobilya
  • Elele

Capture to a source decision

One answer cannot set the source strategy

We collect answer captures separately from the support review and portfolio analysis. Human reviewers judge each cited passage under the written evidence rules. One noisy answer cannot carry a strategy decision.

How we hold ourselves to it

  • The exact passage matters
  • Support scored claim by claim
  • No citation guarantees
  • Source concentration brought into view

  1. Capture source behavior by ChatGPT mode

    We freeze the prompt panel and document which ChatGPT modes can expose sources under the approved test conditions.

    Mode-by-question source behavior ledger with complete run metadata.

    AI assist
    Executes the fixed source-observation panel by approved ChatGPT mode and preserves complete answers, exposed sources and failed runs.
    Human gate
    The measurement and source-strategy owners approve modes, questions, repetitions, exclusions and the source event taxonomy.

  2. Resolve citations to exact pages and passages

    We resolve citation links through redirects, capture the page state and locate the passage most relevant to the adjacent statement.

    Citation event ledger with canonical URL, page snapshot and passage anchor.

    AI assist
    Resolves redirects and canonicals to the exact cited page, archives its state and anchors the passage associated with each answer statement.
    Human gate
    A source analyst validates URL identity, page version and passage location before the citation enters analysis.

  3. Verify statement relevance and support

    Human reviewers score whether each passage supports the claim, supplies background only or contradicts the answer.

    Statement-to-source support matrix with direct, partial, absent and uncertain states.

    AI assist
    Segments answer statements and compares each one with the cited passage for relevance, full or partial support, contradiction and freshness.
    Human gate
    Domain and editorial reviewers approve support labels, required caveats and abstentions.

  4. Map source concentration and missing viewpoints

    We group cited domains by ownership, expertise, independence, freshness and viewpoint to expose concentration and missing evidence.

    Source portfolio map with concentration, freshness and disclosure risks.

    AI assist
    Classifies recurring source types, viewpoints, concentration, update risk and disclosure status without inferring hidden preference.
    Human gate
    Source strategy, editorial and legal owners approve classifications and reject manipulative or undisclosed source tactics.

  5. Sampled statement-support coverage

    Share of audited statements whose resolved passages provide direct or partial support. We report it as a proxy and never silently promote it.

    An estimate used to prioritize weak claim-source links. It doesn't model ChatGPT's actual behavior.

    AI assist
    Proxy
    Human gate
    A reviewer confirms the sampled coverage figure is used only to rank weak claim-source links, never as a model of the platform's behavior.

  6. Source-display, access and disclosure boundaries

    Official source-display guidance, access limits, copyright, privacy, and commercial disclosure requirements are recorded before work starts.

    Collection rules that constrain which evidence may be gathered and which source tactics are rejected.

    AI assist
    Constraint
    Human gate
    The analysis lead rejects any source tactic outside the written collection and disclosure rules, whatever the citation upside looks like.

A handoff your teams can challenge

What leaves the room after the analysis

Each artifact links an observed answer to its exact source, support judgment, recommended owner, and measurement boundary.

  • ChatGPT source baseline

    A reproducible baseline of source-bearing answers, exact cited pages, support precision and ordinary source-set variation.

    Accepted when

    Identifies whether the main issue is irrelevant pages, weak claim support, stale evidence or excessive source concentration.

    Cadence: Baseline reproducible

  • Priority source improvement briefs

    Page-level briefs for improving evidence, passage clarity, freshness and disclosure on sources the team controls.

    Accepted when

    Tells content owners which source improvement is justified by a named claim gap.

    Cadence: Gap-linked brief

  • Credible source-gap roadmap

    Separates needs for first-party research, credible independent verification and areas where no ethical source opportunity exists.

    Accepted when

    Guides research, outreach, partnership or deliberate non-action without promising citation placement.

    Cadence: Ethics screened

  • Citation support and referral report

    Reports citation events, exact-page relevance, support precision and qualified referrals as distinct results.

    Accepted when

    Prevents a citation-count increase from masking poorer support or no downstream audience value.

    Cadence: Results kept separate

  • Support precision and referral reporting

    Reward citations whose exact passages substantiate the audited statement, count partial support separately and keep referral movement apart from citation and support claims.

    Accepted when

    Documented measurement rule: sampled cited statements adequately supported by the linked content. The scope, the statements it is counted against, the exclusions and the time window are all fixed before any comparison.

    Cadence: Fixed before compare

Evidence required before diagnosis

The source set must leave a reviewable trail

The analysis needs a bounded question panel, comparable answer captures, and enough existing material to test support. Without those inputs, relevance, support, and absence remain unresolved.

A good fit when

  • ChatGPT answers were not repeated under fixed conditions — Modes, prompts, locales and dates cannot support a comparable sample.
  • Cited pages have no retained passage record — The resolved URL, page state and quoted text are missing from the support review.
  • Priority claims lack an agreed evidence standard — The team cannot tell which statements need qualification or must stay unpublished.
  • The source portfolio hides ownership and concentration — Owned, earned and independent pages cannot be read with their access or disclosure limits.
  • ChatGPT modes expose sources differently — The analysis cannot compare source-bearing and source-free answers without recorded conditions.
  • An exposed citation stops at the domain — The exact URL and passage have not been tested against the adjacent answer statement.
  • Owned evidence is carrying a claim that needs independence — The source role is unclear, so broader verification or category coverage cannot be chosen.
  • More citations are masking weak source quality — Support, freshness, concentration, commercial ties and disclosure have not been assessed separately.

Better handled as other work when

  • You need guaranteed citations or deceptive placement — Paid deception, fake expertise, fabricated reviews and undisclosed placement are outside this strategy.
  • Exposure is being treated as direct proof — Citation volume can rise while truth or relevance falls, so the proxy needs direct observations.

People who watch how AI cites a brand

GEO work starts with recording what AI answers actually say about a brand today, then moves to the parts you can influence. The consultants below work on the specific capability this page covers.

Tools we use

Tools behind this work

  • Profound

    captures ChatGPT answers with the exact source list attached, as the page's own method requires

  • Screaming Frog

    checks whether a cited page has actually gone stale since the citation

  • Majestic

    an independent authority score for the cited source, apart from why the AI chose it

A citation is not the same as support

Work out what the source list is missing

Send the priority questions and any source-bearing answers you have captured. We will resolve the pages, inspect the passages and set out the source decisions the sample can support.
Assess the source gaps

Questions we hear

It is a weak or missing source relationship around a priority answer. The cited page might be irrelevant, stale, overly concentrated or unable to support the adjacent claim. A missing brand mention by itself doesn't establish a gap.