Read every source
Your store record, your product feed and your live product page, pulled and compared field by field — the same deterministic checks every run, never a model’s opinion.
Catalogue truth
Your product data disagrees with itself. Everything downstream inherits that.
A price that differs between the store record and the feed. A product with no identifier. Stock that contradicts what the page says. This is not a problem that arrived with AI — it has quietly cost Shopping impressions and Merchant Center approvals for years, and nothing in a normal stack watches for it. AI made it impossible to ignore, because an assistant asked a direct question either has facts it can verify or recommends a store whose facts it can. KoreLens reads every connected source, shows every stated value with the date it was read, and never guesses which one is right.
Readiness and proof, not guaranteed placement. Platform approval and ranking decisions stay with each platform.
Illustration with fictional products — not a live model answer. It shows the mechanism: assistants can only present products whose data they can read and verify. Listing and in-chat checkout are approval-dependent and decided by each platform.
Every disagreement between your store, your feed and your product pages — each value with its date
Missing identifiers, duplicate barcodes, stale records, variants and stock checks
One fix clears Shopping, marketplace feeds, ads and AI shopping together
Every fix followed to a verified re-read — or an honest “not yet”
How it works
Read every source. Show the disagreement. Check it again after.
Show it, never guess
Each source’s value sits next to the others with the date it was read. You know which one is correct; we don’t, and we won’t pretend otherwise by picking one.
Confirm the fix landed
Once it’s corrected at source, the next independent read checks the sources actually agree now. That confirmation — not the edit — is what gets reported.
Ask the question again
For tracked buyer questions, the same question is re-asked afterwards and the verdict is reported either way, including “the intervals overlap, so we won’t call it”.
Why this is worth fixing first
Google Shopping, Merchant Center, marketplace feeds, your ads and AI assistants are all reading the same fields. A single contradiction is inherited by all of them at once — and so is a single correction.