qalarc.com / projects / universal-geo-analyzer
Universal GEO Analyzer
Generative Engine Optimization tester — asks the major AIs how they mention a company or brand and analyses the answers for visibility, accuracy and sentiment.
Where the GEO Pipeline produces machine-readable surface, the Universal GEO Analyzer measures the outcome: it queries the major AI engines about a company or brand and analyses what comes back — is the brand mentioned at all, is the description accurate, is the sentiment right, which sources do the engines cite.
Runs as a local Node service with a browser dashboard; results cache so repeated tests are comparable over time. Used alongside the pipeline's site audits to close the loop: produce the surface, then measure whether engines actually surface it.
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Status: active · Last updated: 2026-09-10