Source identity
| Field | Recorded value |
|---|---|
| Source type | GitHub source |
| Original record | Janady13/thatstupidcomputer / private/standards/document-077.txt |
| Date | Not specified in source |
| Repository | Janady13/thatstupidcomputer |
| Revision | 57555cde46910102dd25d6c1c1fb2c359e9655bd |
| Branch | main |
| Path or archive member | private/standards/document-077.txt |
| Original SHA-256 | 5555512780470bfb276d33cd8006deca54c0d2fd2ca3f4b1008c25154b2c86fb |
| Git blob SHA | 2ea578bc7016c8fa543167060e5feaca8023d73c |
| Reading-copy SHA-256 | 5555512780470bfb276d33cd8006deca54c0d2fd2ca3f4b1008c25154b2c86fb |
Recovered source transcript
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DOCUMENT 077 OF 135
Title: From public delivery to useful answers and observed AI citations
Path: Library/Playbooks/03-DISCOVERY-TO-AI-CITATIONS.md
Group: playbooks
Label: EXPANSION · source-linked operating design
Review status: new_discipline_operating_design
==============================================================================
# From public delivery to useful answers and observed AI citations
**Lead:** R12 for a named AI surface, with R08 owning general crawl/index contracts. **Consulted roles:** R02, R08, R09, R10, R11, R12, R13, R14, R16, R20, R23. **Mode:** read-only diagnosis until actual authorization.
## Entry condition
The business wants relevant search/AI visibility, or a particular named surface does not show its content. No position or citation can be guaranteed by completing the checklist.
## Sequence and ownership
### 1. Name the observation
Record the engine/surface, exact query, locale, timestamp and exposed model state. Different products may not share crawler policies, indexes or reporting.
### 2. Verify delivery and eligibility
R02 establishes public reachability; R08 checks response/directive/canonical/link contracts and available engine reports. R12 checks search/training/user-fetch controls with current provider documentation.
### 3. Evaluate answer value
R10 judges query-to-page relevance; R13 adds distinct useful explanations and genuine proof. R14 approves factual claims. R09 prevents orphan/duplicate pages and R11 keeps identity markup truthful.
### 4. Observe selection separately
R12 records citations and counterexamples with the original source URL and method. Do not infer model training or memory from a citation or a crawl log.
### 5. Reconcile business outcomes
R16 reports available search exposure, referrals and qualified inquiries with compatible scopes. R23 checks whether the questions correspond to real buyer problems.
## Evidence package
Preserve task/run IDs, exact environment/build, timestamped observations, safe synthetic inputs, expected versus observed state, tool/browser versions, raw private artifacts and separately hashed public-safe redactions. Record unavailable tools and tests not executed. Attach the handoffs rather than compressing distinct observations into one success flag.
## Acceptance
- Each asserted outcome has the correct source and observation context
- Crawler access, indexing, citations, referrals and leads are not conflated
- No special-file or formatting guarantee replaces useful content
## Stop or block
Unavailable dashboards or model identifiers remain unavailable. Do not create synthetic testimonials, low-value query-variant pages or guaranteed inclusion promises to fill a measurement gap.
## Role and source references
- [R08 — Technical SEO Engineer](../Disciplines/R08-technical-seo.md)
- [R10 — Search Relevance/IR Engineer](../Disciplines/R10-search-relevance-ir.md)
- [R12 — AEO/AIO/GEO Engineer](../Disciplines/R12-aeo-aio-geo.md)
Primary-source IDs: D13, D20, D21, D22, D23, D24, D29, D31. See the [source register](../../Research/DISCIPLINE-SOURCE-REGISTER.md) for URLs, scope and currentness boundaries. The sequence is custom operating design; it is not a promise that every case has the same cause.
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