Resources

Useful evidence, without manufactured certainty.

Published guidance is clearly separated from planned research.

Guide

A practical introduction to GEO

Understand how SEO and visibility inside generated answers overlap and differ.

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Method note

How we define AI share of voice

See which prompts, answer types and limitations belong in defensible measurement.

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Planned research

Research roadmap

We publish benchmarks only after sufficient evidence and review.

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Research roadmap

Reserved for work that can show its method.

Industry AI Visibility Benchmarks Planned

Citation Studies Planned

Source Analysis Planned

Competitor Visibility Reports Planned

Client-approved Case Studies Planned