Run one AI visibility experiment without changing everything
Test one content edit with fixed buyer questions, comparison pages, repeated observations, and a worksheet for deciding what to try next.
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Become a source.
GEO, AEO and the evidence behind AI visibility. Learn what to improve and how to measure what actually happens.
Build an AI visibility prompt set that does not favor your brand
Build an AI visibility prompt set around buyer problems, comparisons, and constraints. Separate branded checks, trace sources, and document coverage gaps.
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Compare Google rankings and AI Overview citations on the same queries
Use a paired query worksheet to compare Google organic rankings with AI Overview citations, investigate disagreements, and track changes over time.
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Find the third-party sources cited in AI answers in your niche
Group AI citation URLs by buyer question, check what each page supports, and prepare one useful contribution backed by evidence.
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Apply Google's AI search guidance to the right product
Use a provider-scope worksheet to separate Google Search requirements, assistant-specific controls, observed results, and unanswered questions.
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Audit How Third-Party Pages Describe Your SaaS Brand
Use a factual consistency ledger to find incorrect SaaS descriptions, prioritize corrections, and verify changes on your website and external profiles.
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Build accessible comparison tables readers can verify
Build accessible SaaS comparison tables with clear criteria, dated evidence, visible caveats, and practical checks for mobile and screen reader use.
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A SaaS comparison page outline for a specific use case
Outline a SaaS comparison page around one buyer's decision, with six page sections, a claim record, and a fictional worked example.
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Can Search Console Separate AI Overview Traffic?
See what Search Console reports about AI visibility, why it cannot isolate AI Overview clicks, and how to build a useful measurement worksheet.
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How to verify claims about AI assistants and web sources
Check AI browsing and citation claims with a dated worksheet for product modes, source access, supporting evidence, and the decision you need to make.
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How to measure AI citations without fooling yourself
Build a defensible prompt sample, preserve the answers and separate citations, brand mentions, factual accuracy and referral visits.
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