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About and method

AI Visibility Tools compares the trackers that show how a brand appears in ChatGPT, Perplexity, Gemini, Claude and Google's AI results, using only what each vendor publishes on its own site.

Coverage

14 tools × 9 features = 126 cells. 114 are filled from an official page; 12 are Unknown. Every cell was last checked Nov 6, 2026.

How cells are filled

The small text under each badge is a short summary of the vendor's wording; hover a cell or open the tool page for the full note. Numbers like latency, language counts and compliance certifications are vendor claims, linked to where the vendor makes them. We don't benchmark or audit.

How this differs from other comparisons

Most "best GEO tools" lists are written by agencies or by a vendor in the list, rank tools by opinion, and rarely link a price or feature to its source. This directory doesn't rank or score tools. Every cell links to the vendor's own page with the date we checked it, unverified cells say Unknown, each feature has its own comparison page, changes are logged on /updates with an RSS feed, and the data is open JSON.

How updates are generated

Each refresh re-reads the official pages, updates data/build_data.py, then scripts/gen_updates.py diffs the new data against the last snapshot. Every changed cell, new tool or removed tool becomes a dated entry on /updates and in the RSS feed.

Independence and money

This tracker is funded by one clearly labelled sponsor slot and, where they exist, affiliate links that are marked as such. Sponsors and affiliates never change a cell, a ranking or the order of the matrix. See Sponsor this tracker.

Open data

items.json · updates.json · search-index.json. Free to reuse with attribution (CC BY 4.0).

Corrections

Vendors: if a cell is wrong or out of date, publish the fact on an official page and it'll be picked up on the next refresh. We only change cells when there's an official source to link.

Free, when things change

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Price changes, new engines and new tools in the GEO/AEO space, in one short email when the directory changes.

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