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Building an internal AEO program for a Shopify brand
Roles, rituals, KPIs, and tooling to run Answer Engine Optimization in-house — without turning it into another abandoned SEO side quest.
If AEO lives only in a founder’s ChatGPT tabs, you do not have a program.
Minimum viable AEO team (even if one person wears all hats)
- Owner — accountable for SoV + tech readiness
- Engineering/theme — robots, schema, app conflicts
- Content — citable collection/PDP/FAQ copy
- Comms/PR — third-party citations
- Merchandising — GTIN/availability truth
KPIs that matter
- Blended and per-model SoV on a fixed panel
- % hero SKUs with valid Product+offers
- AI crawler fetch success on homepage + top PDPs
- Number of high-intent prompts with a dedicated on-site answer
Avoid vanity KPIs: “number of AI blog posts published.”
Tooling stack
- TopMention (or equivalent) for panel measurement + tech audit
- Schema validators
- Log/CDN visibility into AI user-agents
- Editorial calendar tied to /ask prompts — not random keywords
90-day plan
- Baseline + unblock crawlers
- Schema/Shopping hygiene on hero SKUs
- Citability pass on top collections
- Citation outreach for top 10 prompts
- Operating rhythm locked (weekly rhythm)
When to buy a Fix Sprint: if eng/content bandwidth is the bottleneck, not strategy.