How to become the answer.
Everything here is checked against vendors’ own pages or our own public measurements. Where we don’t know something, we say so.
Manual checks, spreadsheets, free tiers and paid tools compared, including doing it yourself for nothing.
Published prices, what each tool reports, and measured data on which of them AI recommends. We come last.
Six things a tracker has to get right, each with a test you can run on any vendor before paying. Written by a vendor, and it says so.
Tracing every citation to the exact source page and the competitor behind it: sampling, the citation record, frequency without noise, missed citations and their fix, and reporting another team can reproduce. With screenshots from our own scan.
Prompt design, repeated sampling, citation classification, missed-opportunity scoring and real error bars, with worked examples from 5,639 answers and a downloadable schema.
Four pricing models and who each suits, dated prices, the measured evidence, CiteGraph and Profound by the same criteria, and a checklist to validate any of them.
Our weekly measurement across seven software categories: the original research behind these guides.