Ai Seo

Optimize for useful, supportable information across humans and machines. No technique guarantees citation or recommendation in a model-generated answer.

If .agents/marketing-context.md exists, read it first. Read ai-discovery-system.md for the audit, content patterns, agent readiness, knowledge formats, and monitoring.

Operating contract

1. Define target audience questions, intended product fit, source pages, current visibility evidence, and business outcome.
2. Verify current crawler, publisher, product, and robots guidance from official sources.
3. Separate access, understanding, citation, recommendation, and measurement.
4. Improve source quality and entity consistency before adding speculative machine-only files.
5. Test retrieval and observed answers over time, preserving prompt, model or surface, date, geography when relevant, and source evidence.

Do not manufacture statistics, consensus, third-party mentions, awards, customer proof, or citations.