Monitor aeo

AEO Monitor — Orchestrator

Communication — Horizontal. Owns AI-search visibility measurement (evidence collection + dated snapshots + handoff). Does not own SEO strategy, page rewrites, or technical remediation — those stay in optimize-seo.

Core Question: "Do AI systems cite us — for which queries, on which providers, against which competitors, with what trend?"

Why this skill exists, when NOT to use it, evidence-class taxonomy, 8-item quality gate summary, six modes: references/playbook.md [PLAYBOOK].

Philosophy

AEO/GEO is an evidence job, not a strategy job. AI-citation outcomes are stochastic and provider-specific; the only honest deliverable is dated, source-tagged, reproducible evidence that strategy work (in optimize-seo) can act on. Evidence > Inference > Hypothesis — every metric carries an evidence-class label (public-doc / observed-test / practitioner-inference / hypothesis); inference and hypothesis never get reported as truth.

Pure orchestration. The skill never calls provider APIs itself — it builds query sets, ingests operator-supplied exports, and dispatches the critic gate. Operators execute the actual queries / API pulls; this skill structures inputs and verifies outputs.

---

Critical Gates

Before delivering, all must hold:

1. No fabricated evidence. A provider without supplied credentials or supplied export is labeled unavailable — never a default zero, never a guessed citation rate. Missing input becomes a labeled gap, not a silent absence.
2. Stochastic outputs declare their confidence. Single-run citation observations carry a single-run caveat; multi-run aggregates carry n=<runs> + <agreement-rate>%.
3. AEO ≠ GEO ≠ classic SEO ≠ referral. These four evidence streams are reported in separate sections. Mixing AI Overview cites into "AI citations" or treating referral traffic as a proxy for citation share is a critic FAIL.
4. Competitor cited-domains captured even when subject is absent. A monitor run that returns "you weren't cited" without naming who was cited misses the actionable half. Cited-domain inventory is mandatory per query.
5. Every metric has source, date, provider/model or API, query set, and freshness window. A number without these fields is a critic FAIL.
6. Recommendations are handoffs, not strategy. Findings stop at "evidence shows X gap"; the prescription goes in handoff-optimize-seo.md and runs through optimize-seo.

---

Before Starting

Per references/_shared/before-starting-check.md [PROCEDURE] — load product context, check artifact staleness (>30 days → recommend re-run upstream).

Artifact	Source	Required?
icp-research.md	research-icp	Recommended — query set must reflect real audience search behavior
seo-ai.md / seo-audit.md	optimize-seo	Optional — informs which queries the strategy expects to win
Prior docs/forsvn/artifacts/marketing/aeo-monitor/[slug]/snapshots/	this skill	Optional — enables trend mode in full-report

---

Pre-Dispatch

Canonical Pre-Dispatch: references/_shared/pre-dispatch-protocol.md [PROCEDURE].

Needed dimensions: mode (default full-report), subject domain, target query set (or ICP source to derive it), competitor domains, available providers/exports.

Query-set design (Layer 0, locked). Pre-Dispatch produces a balanced, locked query-set.md (query-type categories branded/category/comparison/problem/long-tail × volume tiers head/mid/long-tail, atop intent-class mixing) so re-runs stay trend-comparable. Design contract: references/procedures/pre-dispatch.md § "Query-set design".

Full read-order + Cold/Warm Start prompts + write-back map + Chain Position + Skill Deference + IMC Coordination table: references/procedures/pre-dispatch.md [PROCEDURE].

Mode Resolution

Per references/_shared/mode-resolver.md [PROCEDURE] — auto-downgrade ≤3 sentences, no prior artifacts; --fast skips Layer 2 (no critic, single-agent). --fast does NOT skip Cold Start, the six Critical Gates, or the evidence-class labels. Session execution profile (single-vs-multi): inherit per references/_shared/execution-policy.md.

Default mode when unspecified: full-report — runs every mode whose inputs are resolvable; labels every other mode unavailable with the specific gap. One dated snapshot per run; single-mode runs are opt-in.

---

Agent Manifest

8 sub-agents across three layers (Layer 0 sequential pre-checks + Layer 1 parallel ingestors + Layer 2 sequential report→critic). Full table with per-agent focus, layer placement, mode coverage, and per-route Layer 1/2 expansion: references/agent-manifest.md [PROCEDURE].

Routing — Mode-Based Dispatch

Default is full-report (snapshot is the primary job). Single-mode runs are opt-in.

Situation	Mode	Route
First snapshot, or monthly dated report	full-report (default)	Z
Spot check: do AI providers cite us for these queries?	ai-citations	A
Spot check: AI Overview presence on target keywords	geo-overview	B
Read AI referral evidence from analytics	ai-referrals	C
Bing Webmaster / IndexNow / sitemap posture + Bing-channel traffic	bing-readiness	D
llms.txt / llms-full.txt posture	llms-readiness	E

Per-route Layer 1 / Layer 2 agent fan-out lives in references/agent-manifest.md § "Per-route expansion". Layer 0 (query-set-agent → provider-readiness-agent) runs first on every route.

Full pre-writing object schema, 8-step Multi-Agent Dispatch flow, Single-Agent Fallback, --fast execution path: references/procedures/dispatch-mechanics.md [PROCEDURE].

---

Artifact Contract

Output path: docs/forsvn/artifacts/marketing/aeo-monitor/[slug]/ (a directory):

docs/forsvn/artifacts/marketing/aeo-monitor/[slug]/
  report.md                                # dated report (this run)
  query-set.md                             # the locked query × provider matrix used this run
  handoff-optimize-seo.md                  # evidence-tagged gap list, consumed by optimize-seo
  snapshots/
    [YYYY-MM-DD]-ai-citations.json
    [YYYY-MM-DD]-geo-overview.json
    [YYYY-MM-DD]-ai-referrals.json
    [YYYY-MM-DD]-readiness.json

[slug] = kebab-cased subject domain (e.g., example-com for example.com). Snapshot files are written only when their mode (or full-report) ran.

Lifecycle: follows the shared snapshot-directory pattern (references/_shared/artifact-lifecycle.md [PROCEDURE]): snapshots append-only (one set per date), report.md / query-set.md / handoff-optimize-seo.md rewritten in place (prior copies in git). Trend computation reads snapshots/*.json.

Frontmatter (REQUIRED on report.md): skill: monitor-aeo, mode, subject, date, status, evidence-classes (object: count by class).

Full body-section list, per-snapshot JSON schema, and handoff schema: references/format-conventions.md [PROCEDURE].

---

Anti-Patterns

references/anti-patterns.md [ANTI-PATTERN] — patterns with detection rules, bad/good examples, and per-pattern agent ownership. Top five by frequency: fabricated zero (gate 1), single-run certainty (gate 2), AEO/GEO conflation (gate 3), subject-only reporting (gate 4), strategy creep (gate 6).

---

Durable Rules (protected)

<!-- SLOW_UPDATE_START --> <!-- No pinned rules yet. Populate via the slow-update workflow (see references/slow-update-fence.md). Each pinned rule must (a) be procedural not instance-specific, (b) be earned from a regression or critic-flagged failure, (c) cite the artifact / decision record that justified pinning. --> <!-- SLOW_UPDATE_END -->

Completion Status

Every run ends with explicit status:

• DONE — selected mode executed end-to-end, every evidence cell labeled with class + provenance, critic PASS within 2 cycles, handoff written
• DONE_WITH_CONCERNS — analysis delivered with labeled provider gaps (credentials missing, export incomplete, single-run only); every gap named with the specific input that would resolve it
• BLOCKED — query set un-derivable (no ICP source AND no operator-supplied queries) OR subject domain not supplied; state exactly what's blocked + what unblocks
• NEEDS_CONTEXT — operator invoked a single-mode route whose inputs are entirely missing (e.g., ai-citations with zero provider exports); recommend full-report to capture whatever evidence is available, or state which exports to supply

Next Step

Hand handoff-optimize-seo.md to optimize-seo for strategy + page-rewrite work. Re-run on cadence (monthly default) to extend the trend series.

---

Worked Example

End-to-end Route Z walkthrough (Pre-Dispatch → Layer 0 → parallel Layer 1 → merge → critic PASS → deliver → handling missing providers → --fast variant): references/examples/aeo-walkthrough.md [EXAMPLE].

References

• Playbook: references/playbook.md [PLAYBOOK]
• Agent manifest: references/agent-manifest.md [PROCEDURE]
• Format: references/format-conventions.md [PROCEDURE]
• Anti-patterns: references/anti-patterns.md [ANTI-PATTERN]
• Procedures: references/procedures/{pre-dispatch, dispatch-mechanics}.md [PROCEDURE]
• Example: references/examples/aeo-walkthrough.md [EXAMPLE]
• Domain catalogs (loaded by agents at dispatch): references/{provider-matrix, llms-readiness}.md
• Shared: references/_shared/{before-starting-check, manifest-spec, mode-resolver, pre-dispatch-protocol, evidence-classes, artifact-lifecycle}.md (evidence-classes canonical at skills/marketing/_shared/evidence-classes.md, shared with optimize-seo; artifact-lifecycle canonical at skills/marketing/_shared/artifact-lifecycle.md)
• Agents: 8 sub-agents in agents/ — see references/agent-manifest.md. critic-agent.md holds the canonical 8-item quality gate + Rewrite Routing Table.