method
We engineered a system because the channel didn't have one yet.
AEO is not advice. It is four stages — Audit, Instrument, Optimize, Compound — running continuously, instrumented end-to-end. Below is every deliverable that ships across a 12-month engagement. Density is the point.
01 Audit
AUD-01 200-prompt citation matrix Per-engine, per-SKU, vs. top 3 competitors
AUD-02 Vulnerability shortlist SKUs cited zero times by any model
AUD-03 Momentum shortlist SKUs gaining citation share month-over-month
AUD-04 Crawler permissions audit OAI-SearchBot, GoogleOther, PerplexityBot, ClaudeBot
AUD-05 Structured-data audit JSON-LD product schema gaps, OG, RDFa
AUD-06 Category prompt taxonomy 200 prompts mapped to buyer-intent stages
02 Instrument
INS-01 AI-traffic identification Server-side detection by user-agent + referrer fingerprint
INS-02 Citation tracking pipeline Daily prompt sweep, deltas surfaced to Slack
INS-03 AEO dashboard Looker Studio or PostHog — your stack
INS-04 Server-side attribution First-party events to GA4 + warehouse
INS-05 Share-of-voice benchmarks Weekly snapshot, four engines
INS-06 CFO-ready definitions doc What we count, why, with a sample monthly report
03 Optimize
OPT-01 JSON-LD product schema rebuild Spec: schema.org/Product, latest validators
OPT-02 Product feed for AI agents ACP-2025-09 compliant, Merchant-Center-mirrored
OPT-03 ChatGPT Instant Checkout Agentic Commerce Protocol enablement, Stripe integration
OPT-04 Google AI Mode / Gemini Universal Commerce Protocol registration
OPT-05 Perplexity Merchant Program Submission, asset hand-off, citation review
OPT-06 Citation seeding Targeted placement on the third-party platforms LLMs pull from
OPT-07 PDP rewrite for AEO Question-answer structure, comparative tables, structured FAQs
OPT-08 Review schema Aggregate + individual review structured data on every PDP
OPT-09 Crawler permissions ship robots.txt + meta directives, per engine
OPT-10 Sitemap for AI Daily-refresh sitemap, prioritized by margin
04 Compound
COM-01 Monthly citation report Share, deltas, competitive shifts, prompts won/lost
COM-02 Quarterly business review Revenue attribution, margin analysis, forward roadmap
COM-03 Editorial cadence 1 long-form research piece / month, citation-seeded
COM-04 Schema regression watch Daily structured-data validity check across catalog
COM-05 New-engine readiness First mover on every commerce-protocol spec that ships
COM-06 Annual audit refresh Full 200-prompt matrix re-run on the anniversary
what we don't do
Trust is built by closing doors.
- no We don't write blog posts you'll be embarrassed to publish.
- no We don't sell you a "ChatGPT plugin."
- no We don't promise rankings inside an LLM. Rankings aren't real there.
- no We don't run keyword-stuffed PDP copy in the name of "AEO."
- no We don't onboard a brand we can't measurably move inside ninety days.