GeoLook

Self-hosted platform that audits, diagnoses, and tracks whether AI engines cite your brand.

PlatformWebfreeglobal

An open-source, self-hosted platform for marketing and SEO teams and agencies, GeoLook audits and tracks whether generative AI answer engines cite a brand. It samples real answers across AI engines, runs a multi-dimension site audit to diagnose absence or competitor dominance, generates implementation tickets with measurable acceptance criteria, and verifies citation changes per question and task.

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Full match profile

Behind the summary, Matchbox keeps a richer profile of GeoLook - the signals our matcher actually reads to decide when to surface it. It stays private; claim the listing to see and control it.

Problem & pain-point mapping
Who we surface it to (audience fit)
What it's a strong alternative to
Trust & credibility signals

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