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Best AI Visibility Tools in 2026 (AEO/GEO) — With the Numbers Vendors Don't Show
Comparisons

Best AI Visibility Tools in 2026 (AEO/GEO) — With the Numbers Vendors Don't Show

AEO, GEO and 'AI visibility' are three names for one category, and the tools all promise the same dashboard. From running our own six-engine monitor in production: measuring one question across six engines costs 24.5¢ at vendor-billed rates, ChatGPT's API only browses the web on ~74% of calls, and corpus mention counts invert against live answers at both ends. The tier map, the measured cost table, and the five questions that separate real monitors from vibes.

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ChatGPT Ads Can't Buy the Sentence That Sells
Industry Insights

ChatGPT Ads Can't Buy the Sentence That Sells

An r/marketing thread is full of advertisers reporting bad ChatGPT ad results at a $47 CPM. The CPM is the market rate and not the problem. OpenAI's own policy pages explain the rest: ads are architecturally separate from the answer and cannot influence it, they never reach Plus/Pro/Business/Enterprise/Edu subscribers, and the current test is limited to consumer verticals with everything else disallowed at launch — which is why the B2B advertisers are the ones complaining.

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