Why This Matters
Agents parse structured data, query APIs, and synthesize signals like reviews, knowledge graphs, real-time inventory, and merchant reputation. If your data is incomplete or inconsistent, you may be invisible.
1 Structured Product Data (Schema + Feeds)
- Publish complete schema.org Product markup for every SKU: price, availability, GTIN/MPN, specs, variants, images, reviews
- Include compatibility and use-case attributes in structured form (not just prose)
- Maintain one source of truth for product data; enforce consistency across channels
2 API Accessibility
- Expose real-time inventory + pricing endpoints (even if via partners/platforms)
- Provide shipping/fulfillment options and delivery estimates via API
- Document auth + rate limits so agents/partners can integrate safely
3 Knowledge Graph Presence
- Ensure your product entities exist in relevant databases/aggregators for your category
- Standardize attributes and relationships (accessories, alternatives, complements)
- Publish a public product catalog or feed that third parties can ingest
4 Reviews and Reputation Signals
- Increase review volume and recency (prioritize verified purchase reviews)
- Monitor semantic themes in reviews (fit, durability, quality issues) and fix root causes
- Improve merchant-level trust signals: return policy clarity, shipping reliability, customer service responsiveness
5 Real-time Competitiveness
- Keep pricing and availability accurate; prevent mismatches across channels
- Minimize backorder surprises; agents down-rank unreliable inventory
- Track delivery speed vs competitors as an input to recommendation moments
6 Measure 'Share of Model' and Recommendation Moments
- Run monthly tests: ask top LLMs/agents for recommendations in your category and log whether you appear
- Track sentiment and framing in AI responses; align messaging with what agents are pulling from trusted sources
- Close the loop: each data/reputation change should improve your visibility tests
Go Deeper
This checklist is from Instant Checkout: How AI Agents Are Quietly Replacing the Way We Buy