What this is
A product catalog view that shows which items are Mentioned vs Not mentioned, plus quick access to the responses that mention each product.Why it matters
- “Brand visibility” isn’t enough—AI can recommend competitor products instead of yours.
- Product-level insight tells you what to fix in content and positioning.
- It’s the fastest way to improve “recommended product” outcomes.
Where to find it
Analytics → Prompt Analytics → ProductsHow it works
- Meridian maps product mentions from responses to your catalog.
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Each product card shows:
- Mention status (Mentioned / Not mentioned)
- A shortcut to drill down: See X responses
- Product metadata (price, tags)
Caption: Products surfaces which items show up in AI answers and where.
How to use it
- Filter timeframe and platform/attributes if needed.
- Scan for Not mentioned products.
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Open See X responses for a mentioned product to learn:
- Which prompts trigger it
- Which competitors are recommended alongside it
- For “Not mentioned” products, identify adjacent products that are mentioned.
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Create actions:
- Add product FAQs/comparisons
- Improve category pages
- Earn off-page mentions for the product name
How to interpret results
- If a high-margin product is “Not mentioned” → it’s missing from model knowledge → add structured pages and comparisons.
- If only one product is mentioned repeatedly → you have a “default” recommendation problem → broaden product coverage content.
- If products are mentioned but never ranked #1 → improve proof points and “why choose this” sections.
- If product mentions only occur on one platform → platform-specific sources → improve those sources across the board.
- If “See responses” shows the same competitor winning → inspect their cited sources and replicate the structure.
Common questions / troubleshooting
- “Why don’t I see Products?” → connect a product catalog first.
- “Why is a product mislabeled?” → confirm SKU/title matching and aliases.
- “Why is ‘See responses’ low?” → small sample size; expand timeframe.