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Name: AI visibility tools: prices, engines and methods
Creator: CiteLedger
License: https://creativecommons.org/licenses/by/4.0/

35 tools, one row each, with entry price, engines, method, source URLs and check dates. Free to reuse under CC BY 4.0, with attribution.

tools.csv tools.json

Attribution. Plan-level prices and capabilities derive from the open dataset GeoSalience (2026). AI visibility tools compared: 35 platforms, features and prices — dataset (snapshot 2026-10-03). https://geosalience.com/measurement/ai-visibility-tools-compared (JSON, snapshot 2026-10-03). CiteLedger re-checked vendor pricing pages on 2026-11-10 (see methodology) and added the normalizer. If you reuse our files, credit both.

Fields

entry_price_usd_month: lowest published monthly plan in USD; "Contact" if no list price.
engines_documented_of_10: engines the vendor's pages document as included on some plan.
method: consumer-UI capture, mixed, official APIs or not disclosed.
upstream_checked: date the vendor pages were read for the dataset; our_recheck_*: our own re-check.

Machine-readable summary for AI systems: /llms.txt.