Answer and visibility audits
Use these to capture what AI systems say before interpreting the source or deciding what to fix.
Templates
Copyable audit templates for AI answers, citations, source influence, support docs, and content prioritization.
Collection definition
Templates turn AEO/GEO analysis into structured work. They help teams capture visibility and citation evidence, inspect interpretation and source influence, then prioritize the content decisions most likely to matter.
Most useful starting templates
Use these when the team has screenshots, dashboards, or citations but needs a clearer next step.
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AI Answer Audit Template
Use this AI answer audit template to turn scattered screenshots into a structured review of visibility, citations, interpretation, sentiment, and content actions.
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Source Influence Map
Use this map to trace the sources that may be shaping AI interpretation before deciding which content update matters.
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Support Doc Risk Audit
Use this template to keep support docs helpful for customers while reducing the chance that narrow troubleshooting language distorts buyer-facing AI answers.
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Brand Narrative Audit
Use this audit to compare the narrative AI systems tell about your brand with the narrative your market should understand.
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Content Prioritization Scorecard
Use this scorecard to decide which AEO or GEO content updates deserve attention first after an audit produces too many possible fixes.
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AI Citation Audit Template
Use this citation audit to understand whether AI answers cite useful evidence or sources that distort buyer interpretation.
Browse by theme
Use these groupings to move from visibility signals into interpretation, source influence, buyer framing, and content decisions.
Prompt and citation tracking
Use these when the team needs repeatable prompts and visible evidence trails.
Source influence and risky sources
Use these to audit support docs, help centers, Reddit, review sites, and third-party mentions that may shape AI interpretation.
Framing and prioritization
Use these when the hard part is buyer framing, competitor context, brand narrative, sentiment, or deciding what work comes first.
Answer and visibility audits
Use these to capture what AI systems say before interpreting the source or deciding what to fix.
Template
AI Answer Audit Template
Use this AI answer audit template to turn scattered screenshots into a structured review of visibility, citations, interpretation, sentiment, and content actions.
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AI Visibility Scorecard
Use this scorecard to avoid reducing AI visibility to a mention count. It pairs presence with answer quality and buyer relevance.
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ChatGPT Visibility Tracker
Use this tracker to monitor ChatGPT mentions without overreacting to one answer or treating visibility as the whole strategy.
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Perplexity Visibility Tracker
Use this tracker when cited AI answers matter and the team needs to understand which sources Perplexity is using.
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AI Overviews Tracker
Use this tracker to connect AI Overview visibility with query intent, organic search, source quality, and content priorities.
Prompt and citation tracking
Use these when the team needs repeatable prompts and visible evidence trails.
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Prompt Monitoring Template
Use this template to monitor important AI prompts consistently without turning every one-off answer into a strategy.
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Audit Prompt Set Template
Use this template to decide whether your tracked prompts reflect real buyer behavior and produce actionable findings.
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AI Citation Audit Template
Use this citation audit to understand whether AI answers cite useful evidence or sources that distort buyer interpretation.
Source influence and risky sources
Use these to audit support docs, help centers, Reddit, review sites, and third-party mentions that may shape AI interpretation.
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Source Influence Map
Use this map to trace the sources that may be shaping AI interpretation before deciding which content update matters.
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Support Doc Risk Audit
Use this template to keep support docs helpful for customers while reducing the chance that narrow troubleshooting language distorts buyer-facing AI answers.
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Help Center AEO Audit
Use this audit to understand how help center content might influence AI answers about product fit, reliability, setup, and limitations.
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Reddit AEO Audit
Use this template to evaluate Reddit as a source signal without trying to manipulate community discussion.
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Review Site AEO Audit
Use this template to review how third-party review sites may shape AI recommendations, comparisons, and brand sentiment.
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Third-Party Mention Audit
Use this audit to understand how sources outside your site describe the brand and how those descriptions may influence AI answers.
Framing and prioritization
Use these when the hard part is buyer framing, competitor context, brand narrative, sentiment, or deciding what work comes first.
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Competitor Framing Audit
Use this audit to understand why AI systems recommend competitors and which comparison criteria shape the answer.
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Brand Narrative Audit
Use this audit to compare the narrative AI systems tell about your brand with the narrative your market should understand.
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AI Answer Sentiment Audit
Use this template to understand what is driving positive, neutral, or negative AI answer sentiment before deciding what to fix.
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Content Prioritization Scorecard
Use this scorecard to decide which AEO or GEO content updates deserve attention first after an audit produces too many possible fixes.
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AEO Audit Checklist
Use this checklist to review answer engine optimization readiness across prompts, pages, sources, and content decisions.
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GEO Audit Checklist
Use this checklist to inspect how generative AI systems may discover, synthesize, and describe your brand.