AI search readiness considerations

Place a concise answer near the relevant heading, then provide context and sources. This is a review consideration, not a proven ranking weight.

Make claims specific, attributable, and supported by inspectable sources. This is a review consideration, not a proven ranking weight.

Cover related user questions coherently without manufacturing depth or expertise. This is a review consideration, not a proven ranking weight.

Remove filler while retaining qualifications, scope, and evidence. This is a review consideration, not a proven ranking weight.

Review time-sensitive facts and display meaningful update dates. This is a review consideration, not a proven ranking weight.

Answer the intended question with necessary limits, definitions, and sources. This is a review consideration, not a proven ranking weight.

Provide accurate captions or transcripts when they help people access the material. This is a review consideration, not a proven ranking weight.

Use applicable schema.org types that accurately match visible content. This is a review consideration, not a proven ranking weight.

Treat llms.txt as an experimental discovery aid, not a standard with guaranteed platform support. This is a review consideration, not a proven ranking weight.

Choose crawler directives deliberately using current first-party documentation. This is a review consideration, not a proven ranking weight.

Use descriptive links to connect genuinely related public pages. This is a review consideration, not a proven ranking weight.

Follow current first-party guidance and avoid invented proprietary ranking rules. This is a review consideration, not a proven ranking weight.

Seek legitimate editorial references; do not buy or fabricate validation. This is a review consideration, not a proven ranking weight.

Name accountable authors and publish only verifiable qualifications. This is a review consideration, not a proven ranking weight.

Observe attributable mentions without assuming volume causes recommendations. This is a review consideration, not a proven ranking weight.

Pursue relevant earned coverage without promising placement or downstream citations. This is a review consideration, not a proven ranking weight.

Participate transparently and never manufacture reviews or conversations. This is a review consideration, not a proven ranking weight.

Describe real relationships consistently in visible content and accurate markup. This is a review consideration, not a proven ranking weight.

Keep core public facts consistent and correct outdated profiles where authorized. This is a review consideration, not a proven ranking weight.

Respect notability, sourcing, conflict-of-interest, and community rules. This is a review consideration, not a proven ranking weight.