BotSeen field notes
Clear thinking for brands in a search world full of answers.
Practical AEO guides for measuring brand visibility, understanding why competitors get recommended, and turning lost answers into work your team can ship.
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Research and operating guides for AI visibility teams.
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AI visibility 9 min readSeptember 10, 2026
ChatGPT Traffic Missing in GA4? Check the AI Assistant Channel
Find missing ChatGPT traffic in GA4 with a source-level audit, AI Assistant channel checks, a practical regex, and fixes for attribution gaps.
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Practical methods for the work behind the score.
ChatGPT Cites Your Website but Doesn’t Recommend Your BrandLearn why ChatGPT can cite your website without recommending your product. Audit the gap, improve buyer evidence, and track each outcome separately.10 min readAI visibility score: a formula your team can actually trustCalculate brand presence across ChatGPT, Claude, Gemini, and Perplexity with a reproducible method.14 min readHow to track competitor mentions in ChatGPTA repeatable prompt, answer, citation, and share-of-voice workflow.11 min read