Update. From 26 October 2026, Completeness is available to every Cernel customer, with no add-on to enable. It now lives in the Catalog: turn on Insights for the category’s completeness banner and the fill figure on each tracked attribute column. The per-product Score column described below has been replaced, and the Market Insights category scorecard mentioned below no longer shows completeness: that page is now Search demand and shows search demand only. See Completeness Score for how it works today.
A score on every product
With Insights on, a Score column appears next to each product, reading as a fraction like 8/12: eight of the twelve tracked attributes are enriched on that product. Each attribute column header also shows how widely that attribute is filled across the products in view, so an attribute that is missing on most of a category jumps out at once and points you straight at the next enrichment run.Measure what actually matters
A category can carry many attributes, but not all of them count towards how “done” it is. Completeness is measured against the attributes you choose to track, so the score reflects the data you care about instead of every field a product could hold. Stop tracking the ones you do not need, and they stop dragging the picture down.From one product to the whole category
The same idea scales up and down. A single product’s detail page shows completeness as a ring, measured against a category you pick. A category’s scorecard in Market Insights shows completeness as a headline metric with a per-attribute breakdown. It is one measure, read at whatever altitude you need.Separate the setup from the running
Completeness is also how you run enrichment as an operation, not just a number to look at. The new Completeness filter narrows the catalog to the products that still have gaps, and the enrichment flow lets you select all attributes at once. Put together, filling gaps becomes a single repeatable action: filter to the products where some tracked attributes have no value, select everything, and enrich only what is missing.
That split matters because it separates two jobs that used to be tangled together. Configuration, which agents run, which attributes are tracked, how prompts are written, is set up once. Operations, keeping the catalog complete as products come and go, is now a simple loop anyone can run without touching that setup. Apply the same filter in an Automation and the loop runs on its own.