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AI-agent product-data readiness assessment

Is your product data ready for AI-agent discovery?

Find product-data gaps that make it harder for AI shopping agents to understand your products and match them to shopper searches.

This assessment evaluates only the uploaded sample. It does not test actual agent access, search visibility, ranking, or guarantee discovery.

Assess Product Data for AI-Agent Discovery

Free assessment · XLSX or CSV · Your data stays private

Maximum file size 25MB

What the sample can show

Readiness starts with product data agents can understand.

The evaluation reuses secure ingestion and verified field mapping, then applies a dedicated deterministic product-data rubric. It looks for observable signals that can help AI shopping agents understand products and match them to shopper searches, while reporting tested, applicable, and unknown evidence separately. It does not crawl storefronts or connect to shopping agents.

Identification

Can products be identified consistently across the sample?

Classification

Are categories and taxonomy signals present and usable?

Descriptive attributes

Do important specifications and attributes have coverage?

Factual content

Are observable names and descriptions present? We do not verify truth from field presence alone.

Consistency

Do repeated values and formats create avoidable ambiguity?

Image references

Are primary or additional image references available? We do not inspect image quality or licensing.

From findings to operations

Turn an AI-agent product-data gap into a governed next step.

Results connect the product-data gaps found in your uploaded sample to eligible mission selections. Choosing an opportunity prepares a consented request using the existing assessment handoff—it does not execute work immediately or provide agent access.

Uploaded sample, aggregate results

Your CSV or XLSX is handled through the existing isolated upload flow. Results show aggregate product-data findings from that sample only. They do not measure actual agent access, search visibility, ranking, or guaranteed discovery.

CSV or XLSX · uploaded sample only · no agent access or ranking
Start with your own sample

Assess Product Data for AI-Agent Discovery

Find product-data gaps that can make it harder for AI shopping agents to understand your products and match them to shopper searches, then connect the findings to a practical, consented next step. This does not guarantee discovery.

Assess Product Data for AI-Agent Discovery