We’re rebuilding the free AI Visibility Snapshot — the unglamorous part matters

Quick build-in-public update 🙂

We’re making a substantial improvement to the free GEO Tracker AI Snapshot / Grader.

Early internal results from the new version look very promising, but we’re finishing the last QA before opening it to everyone. The goal is not to publish another generic “AI visibility score” — it is to make the result more useful, more explainable and more honest about what was actually measured.

A few of the things we are tightening right now:

• buyer questions now have to match a real measurement intent: discovery, use case, evaluation, comparison or desired outcome;

• localized prompts are being refined for Czech, Slovak, German, French, Spanish and Polish — not just translated word-for-word;

• report headlines, evidence labels, recommended actions and timestamps are being presented natively for each supported market;

• observed competitors, directories, citations and website evidence need to stay distinct. If they are mixed together, scores and recommendations become misleading very quickly.

This is the less glamorous side of GEO/AEO/AI SEO: a market and language change is not simply a dropdown. It changes the buyer questions, the AI answers and the evidence that has to be interpreted.

We’re in the final stretch now. Once the checks are complete — hopefully within the next few hours — we’ll publish an update and invite everyone to try the improved free Snapshot.

We’ll share what changed, not just say “new version shipped” 🚀