Independent AI Product Lab

See AI cost, improve prompts, and check brand visibility.

Start with the task you need right now — then go deeper if you want.

About Toket

In research

What I’m working on

Make brands visible in AI

Research how AI discovers, understands, and recommends websites and brands.

GEO Visibility

Make AI use easier to judge

Keep organizing model capability, pricing, cost, and real usage data.

AI Models

Record how products are built

Document Toket’s experiments, refactors, failures, and AI collaboration.

Lab Notes

Recent updates

Happening

GEO self-test 6 platforms · 72 samples — ongoing public research findings. AI News Notable model launches, product changes, and AI practice notes. Model data updates Fresh model, pricing, and context references being added. Latest Lab Notes Recent Toket development, experiments, and product judgments.