Agent Readiness Operator — audit · decide · fix · escalate
Hand it a page.
Get back decisions.
An orchestrator-led AEO/GEO audit-and-fix operator. It scores a page's AI-agent visibility across five dimensions, makes a binding SHIP / FIX / ESCALATE call on each, generates every fix it can produce as a ready-to-deploy artifact, and precisely escalates the rest. It never hands the decision back.
Worked run 2 — weak page, multi-dimension fix
| Dimension | Score | Decision | |
|---|---|---|---|
| Structured Data | 3/20 | FIX | |
| Citability | 5/20 | FIX | |
| Crawl Signal | 2/20 | FIX | |
| Content Freshness | 4/20 | FIX | |
| Entity Authority | 8/20 | FIX ESCALATE | |
| Total | 22/100 | Critical → Functional (71) after fixes | |
01 — AUDITFive dimension-specialists score the page the way an AI agent reads it: schema, citability, crawl access, freshness, entity authority.
02 — DECIDEEvery dimension gets a binding SHIP / FIX / ESCALATE call from the canonical decision table. Never a question back.
03 — ACTFix artifacts are generated in the same pass — JSON-LD, llms.txt, robots.txt, rewritten copy — plus four-part flags for human-world work, and a deploy manifest.
Six worked runs
Clean SHIPNo invented work — a strong page ships with zero padding.
Multi-Dimension FIXReal artifacts, structural-first, with a before→after projection.
Schema-Stripped FetchRefuses to fabricate; escalates verification of a stripped read.
Authority SplitOne generated fix and three precise escalations from a single dimension.
Paid-Channel TrapNames paid GEO as a separate channel; reports the honest organic picture.
JS Single-Page AppBuilds the static agent layer from confirmed facts; escalates server-rendering.