Work from a shared product fact sheet and platform-specific observations. Define the buying questions, check what each assistant currently says and links to, repair incomplete product pages and external listings, and measure again. Treat shopping cards, ordinary answer mentions, and source citations as separate surfaces.
Define the product facts
Maintain one approved source for model identifiers, price range, current availability, variants, essential attributes, compatibility, imagery, and known limitations. Resolve mismatches between your website, marketplaces, distributors, and editorial descriptions. For products with frequent price or stock changes, an update process matters as much as a one-time content refresh.
Run the same buyer scenarios across platforms
Choose a handful of prompts per intent, not hundreds of disconnected keywords. Compare discovery, consideration, and comparison questions on each platform in the relevant country. Record the recommended models, descriptions, citations, shopping links, and errors. If a product is mentioned but the wrong variant appears, the next action differs from a total absence.
- Discovery: which products suit this task?
- Comparison: which option has this feature and trade-off?
- Decision: is this model available in this market?
Improve the sources you control
Update product detail pages and relevant category or comparison content with verified facts and clear internal links. Use structured product information where appropriate. Explore feed eligibility and merchant integrations for shopping experiences separately from ordinary answer content; the requirements vary by platform and merchant. Then identify trustworthy off-site sources that buyers already use.
Use a measurement log, not a screenshot victory
Answers can change by phrasing and time. Keep the prompt, platform, market, date, exact response, and linked URLs. A practical first cycle delivers the baseline, a product information gap list, approved page changes, and a repeat check. No agency controls a platform’s recommendation logic.
Official references
Platform features and requirements can change. Check the current documentation when planning implementation.