BLURSOR
live
AI-search research and a public crawler-readiness instrument.
- My role
- Research direction, product decisions, review and publication.
- Last reviewed
Problem
AI-search advice is often difficult to inspect, while teams also need a concrete way to see what AI crawlers can retrieve from a page.
My contribution
- Research framing and editorial review
- Product decisions for the crawler-readiness checker
- Visibility-planning workflow design and verification
Constraints
- The live research and checker must remain distinct from the separate tracker foundation.
- Pipeline-generated research requires human review before it becomes attributable proof.
- Commercial adoption and outcomes have not been established.
What I worked on
- Shaped the research framing and review boundary for public BLURSOR material.
- Made product decisions for the public What AI Sees crawler-readiness instrument.
- Directed and verified a separate visibility-planning foundation with explicit test coverage.
Verification
Present state
BLURSOR has a live research and crawler-readiness surface, plus a separately tested visibility-planning foundation that remains non-production.
Limits
- The visibility tracker foundation is not a production product.
- This case does not claim customers, revenue, adoption or commercial outcomes.
- Bulk research templates are not treated as equivalent to explicitly curated author proof.