How to read this catalog

Most GEO roundups collapse every product into “tracks ChatGPT.” That is not a buying criterion. This catalog is built so a practitioner can scan ten listings and still leave with a shortlist.

Start with the job, not the logo

Visibility tools answer “do answer engines mention us?” Citation tools answer “where are we sourced?” Content / GEO platforms turn those gaps into briefs and tasks. Agency platforms add client reporting and site readiness. SEO suites bolt AI-search modules onto a stack you already pay for.

If two products share a category, compare engines and starting price next. Profound and Peec both sit in visibility; one is sales-led and procurement-ready, the other is a readable mid-market tracker. That difference should show up in one pass on Compare.

What we refuse to decorate

• Star ratings with no sample
• “Best overall” badges that hide who paid
• Feature grids that do not change a shortlist

Featured is a paid slot. It sits first because that is the product we sell, not because it is an award. Read the watchouts on every listing, featured or not.