AI Overviews and AI Mode, tracked per SKU.
eCommerce Insights separates AI Overviews answers and AI Mode answers from your classic SERP data, so you can see where AI is replacing clicks and where the shopping carousel is doing the work. Merchant Center and PDP schema are both scored.
AI Overviews and AI Mode are two surfaces, not one. An SKU can win the written AI Overview but lose the shopping carousel underneath, or vice versa. eCommerce Insights separates the two so merchandisers can see which lever to pull.
Four distinct surfaces inside one SERP.
As of Q1 2026 the lines are still moving; this page is updated as Google's public behavior changes.
AI Overview · written summary
A short AI-generated summary above the classic results. Sources cited inline. Appears on a subset of queries, including many commerce queries. eCommerce Insights tracks whether your PDPs are among the cited sources.
AI Mode · conversational
A separate Google Search experience that answers conversationally and supports follow-ups. Different grounding behavior than AI Overviews. Relevant for deep-intent product research queries.
Shopping carousel
The visual carousel that accompanies commerce queries, fed by Google Merchant Center. SKUs that appear here are often not the same as the SKUs cited by the written AI Overview. Both are visibility.
Classic SERP (below the AI)
Out of scope for eCommerce Insights (Ahrefs, Semrush, GSC already track it). eCommerce Insights's score excludes classic SERP and focuses exclusively on the AI surfaces above.
Per-SKU, per-query, per-surface.
AIO source citation
Whether your PDP was cited inline in the written AI Overview.
AI Mode visibility
Whether each SKU surfaces in AI Mode conversations on your tracked query set.
Shopping carousel presence
Whether the SKU appears in the shopping carousel. Merchant Center eligibility and feed completeness flagged.
Co-cited URLs
Which other sources were cited in the same AI Overview. Pattern-matches to your competitive set.
Indexation cross-check
Whether the cited canonical URL is actually indexed by Google. A non-indexed canonical can't be cited.
Week-over-week deltas
Movement across all four tracked surfaces, visible in the weekly digest.
Four levers, ranked by impact.
- Lever 01
Product schema completeness
AI Overviews reads your Product JSON-LD. Missing GTIN, brand, or offers fields cause your SKU to read as ambiguous and get skipped in favor of a more complete competitor. eCommerce Insights's schema check is part of every scan.
- Lever 02
Merchant Center feed quality
For commerce queries, the shopping carousel often takes the slot that would otherwise show classic SERPs. A SKU missing from Merchant Center — or with a broken feed entry — loses that slot. eCommerce Insights's Shopify scan flags SKUs that are in Shopify but not in Merchant Center.
- Lever 03
PDP answer coverage
AI Overviews' written answers often quote or paraphrase PDP content directly. PDPs that answer the buyer's question in plain prose (not just in a spec table) are easier to cite.
- Lever 04
Indexation and crawlability
If the SKU isn't in Google's index, it cannot appear in an AIO answer. Every eCommerce Insights scan cross-checks canonical-URL indexation so you see a non-indexation issue before it becomes a citation miss.
Keep reading.
Further reading: Google's Search Central blog publishes updates on AI Overviews and AI Mode behavior relevant to ecommerce publishers.
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Frequently asked questions
What's the difference between AIO and AI Mode?
Does AI Overviews tracking replace my traditional SEO tracking?
Does Merchant Center data affect AIO visibility?
Does AIO use my Shopify PDP or my Google Shopping feed?
Does my site need to be indexed by Google to appear?
Track AI Overviews separately from your SERP data.
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