Roadmap

MVP1 Is Live. MVP2 Is In Development.

Here's exactly what's shipped, what's being built next, and how to get involved if you want to help fund it.

MVP1 — Live Now

Free AI Visibility Check

A one-time technical scan across five categories — schema, entity authority, AI crawlability, trust signals, and content readability. Live today — spot real AI visibility gaps, completely free, with no credit card required.

Try it now →
MVP2 — In Development

AI Citation Tracker

Weekly, automated tracking of whether ChatGPT and Perplexity actually cite your brand for your real target queries — turning today's one-time scan into a continuous, recurring subscription product.

Plus, four capabilities that go beyond tracking alone:

What's After MVP2?

MVP3 expands tracking to Google AI Mode and Gemini/Copilot, and deepens the platform's enterprise reporting tier — planned once MVP2 has validated real subscriber demand.

Building MVP2

We're raising to fund MVP2 — enabling 'continuous AI CITATION TRACKING' through 'PERSONA-DRIVEN INTELLIGENCE', so brands can see how they appear to AI across real buyer scenarios.

If you're an investor or partner interested in this space, we're happy to share our full investor deck.

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