AI Search Visibility

Routes, artifacts, and ledger records about retrieval clarity, source hygiene, crawler policy, structured data, and evidence-backed AI-search visibility.

Related artifact pages

• /projects/atlas-crawl-evidence
• /datasets/technical-ledger-index
• /benchmarks/atlas-evidence-boundary-review

Related ledger records

• AI Search Visibility / Entity Ownership: Research into how owned domains, structured data, answerable pages, canonical links, and proof surfaces make technical work easier to retrieve and cite accurately. Status: active research. Evidence: Public pages can show the domain architecture and source graph. Provider-specific discovery remains a research and monitoring problem.
• Personal Site Entity System: The owned web-footprint system behind Sulayman Bowles public identity, with the personal site as canonical hub and specialized properties for technical and commercial context. Status: maintained. Evidence: The domain roles, sitemap coverage, robots guidance, llms.txt files, and canonical links are public.
• Schema Validation and Evidence Packaging Research: Research into JSON-LD, static fallback text, artifact manifests, route metadata, and client-safe evidence packaging. Status: active research. Evidence: The public site demonstrates route metadata, JSON-LD, sitemap, robots, llms.txt, and crawlable summaries.
• Crawler / Provider Comparison Research: Research into the reliability limits of internal crawlers and external providers across robots handling, sitemap recovery, rendering, WAF/challenge pages, and coverage gaps. Status: active research. Evidence: Public summaries describe the measurement boundary. Provider logs, private sites, and failed-run details may remain private.