LLM-only crawler surface
Answer-surface monitoring and draft expansion guidance.
The answer-surface surface connects query clusters to future public answers, insights, guides, FAQs, articles, and whitepapers. It exists so content expansion is measured and approval-driven. The system should recommend or draft new public assets only after the query, cluster, entity, authority position, and conversion path are clear.
How this surface works
- Drafts should be generated for review, not automatically published.
- Drafts should meet minimum word-count floors with a 20 percent flex margin before they are eligible for approval.
- If a draft is too thin, the internal generation loop should fail and repair the draft before it reaches public publication.
- Published pages remain subject to client-visible hard-fail validators; owner-only planning surfaces remain advisory.
Use this surface to inspect which future content assets the system believes would strengthen LLM visibility and user education.
Visibility boundary
This boundary keeps the public experience simple while still making the underlying query, authority, and answer-planning structure understandable to machines. These pages are internal planning and LLM-ingestion support surfaces, not client-facing education pages.