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Diagnose missing recommendations

Exclusion Analysis

An exclusion is a captured answer in which the tracked brand is absent while competitors, editorial sources, or other alternatives receive visibility. A2Z Reach organizes that evidence by asset, topic, prompt, engine, competitor, and diagnosed gap type.

Find tracked answers where competitors or other alternatives appear while your brand is absent, then inspect the evidence behind the gap.

What this helps your team do

Prioritize real omissions

Focus on measured prompts where the brand is missing instead of starting from a generic content checklist.

See who appeared instead

Inspect the competitors, publications, cited pages, and alternatives that received visibility in the captured answer.

Connect evidence to action

Use the observed gap to inform citation targets, content briefs, comparison coverage, schema recommendations, or SEO fixes.

How it works

  1. STEP 01

    Detect an exclusion

    Compare the tracked brand and configured competitors against each captured answer.

  2. STEP 02

    Classify the gap

    Group the omission using the available competitor, editorial, citation, content, or technical evidence.

  3. STEP 03

    Review the supporting answer

    Inspect response text, citations, engine, prompt, and capture time before deciding what work is justified.

Evidence available

  • Prompt and engine where the omission occurred
  • Competitors or alternatives present in the answer
  • Cited domains and pages
  • Diagnosed gap type and affected asset
  • Captured response text and timestamp

Interpretation limits

  • An exclusion applies to a specific captured answer, not every possible answer to the question.
  • A missing citation or field means it was not observed in that capture; it does not prove universal absence.
  • Recommendations require team review before execution or publication.

Product sources

Related insights

Frequently asked questions

Is every missing brand mention an exclusion?

Exclusion analysis focuses on captured answers where the tracked brand is absent while competitors, editorial sources, or other alternatives receive visibility.

Does A2Z Reach automatically publish an exclusion fix?

No. A2Z Reach can prepare evidence and review-ready work, but the customer controls review, editing, execution, and publication.

Find the evidence behind your AI visibility gaps.

Start with your brand website, review the generated measurement setup, and see the prompts, engines, competitors, and sources behind the first report.

Analyze My Brand