Same product. Different supplier name. Different unit. Different SKU.
Now decide if it is duplicate, variant or replacement.
getclaro.ai/catalog-matching…
Feeds are becoming inputs for machine-mediated consideration. Bad feed data can remove a product before a human ever sees it.
getclaro.ai/resources/tools/…
AI discovery matters before autonomous purchasing does.
The machine doesn't need permission to buy your product to influence whether your product reaches the shortlist
Give it a set of supplier/manufacturer URLs, ask for the same fields across all of them, and get one sourced table instead of 30 browser tabs.
getclaro.ai/ai-research-agen…
Industrial AI doesn't only need more documents.
It needs documents connected to entities.
A technical manual becomes much more useful when every extracted fact knows which exact product/variant it belongs to.
Before blaming the model, check the product record: identifiers, variants, prices, availability and decision-critical attributes still determine what machines can use.
getclaro.ai/resources/tools/…
Most AI-commerce discussion focuses on checkout. The more immediate shift may be upstream: machine-mediated consideration.
Which products even make it into the answer?
Supplier onboarding is not “upload file → import products.” It is reconciliation. The supplier describes their world. Your ERP/PIM describes yours. Someone has to resolve the two.
getclaro.ai/by-use-case/supp…
A supplier sends 4,000 rows. AI reading the file is not the interesting problem.
The interesting problem is deciding: existing product / new product / variant / duplicate / replacement / invalid record
The fastest way to find flaws in a scoring methodology is to run it on your own site.
Every embarrassing result is either a scoring bug or a product requirement.
getclaro.ai/tools/product-pa…
SEO asks: can the page be found?
AI product readiness also asks: can the product be understood, compared and its claims verified?
Different optimization problem.
AI search optimization is not only crawler access.
If identity, variants, specs and availability are unclear, the agent can read the page and still skip the product.
getclaro.ai/by-use-case/ai-s…