# AEO Implementation Plan: [site/page]

- Owner:
- Date opened:
- Canonical URL(s):
- Audience and job:
- Target surfaces:
- Non-goals:

## Evidence boundary

- Desired user outcome:
- Observable AEO outcome:
- What this cannot prove:
- Primary sources and access dates:

## Hypotheses

| ID | Hypothesis | Surface | Evidence | Confidence | Falsifier |
|---|---|---|---|---|---|
| H-001 | | | | | |

## Question and entity scope

| Question | Canonical page/section | Direct answer | Entity terms | Evidence | Freshness owner |
|---|---|---|---|---|---|
| | | | | | |

## Changes and verification

- [ ] Answer and qualifications are visible near the heading.
- [ ] Claims link to appropriate evidence.
- [ ] Structured data matches visible content.
- [ ] Robots, canonical, sitemap, and true dates are correct.
- [ ] Optional agent-readable files have an owner and documented provider scope.
- [ ] Frozen prompt set and baseline observations are stored.

| Check | Tool | Result | Evidence URL/path | Date |
|---|---|---|---|---|
| Rendered page | | | | |
| JSON-LD | | | | |
| Discovery | | | | |
| Prompt baseline/post | | | | |

## Decision

- Status: proposed / implemented / verified / blocked
- Implemented:
- Verified:
- Observed:
- Inferred:
- Unresolved:
- Next bounded experiment or rollback: