Upload your catalog. ATTRIBUTOR assigns attributes from your own controlled vocabulary — with confidence scores and evidence for every pick — then exports straight back into Shopify.
The AI picks from the attribute lists you define — nothing else. Anything outside the registry is rejected before it can touch your data, so filters and feeds never get polluted.
Each assignment carries a confidence score and the exact phrase or image observation that supports it. Reviewing takes a glance, not a product-page deep dive.
Mark an attribute strict and it's only assigned when the source data explicitly supports it. An empty cell tells you a spec is missing — it never becomes a hallucinated claim.
Built for real product exports — a raw Shopify CSV works as-is.
Drop a CSV with titles, descriptions and image URLs. Columns are auto-detected.
Product types point at your attribute groups. Exact matches map themselves.
One AI call per product series — text and vision — never per variant.
A confidence-colored grid. Bulk-approve the greens, eyeball the ambers.
Metafield-ready CSV that imports straight into Shopify and your feeds.
Thousands of SKUs are usually a few hundred products wearing different colors. ATTRIBUTOR treats them that way.
Variants sharing a series are classified a single time and inherit the result — turning a 200,000-row problem into a few thousand calls. Review edits propagate series-wide too.
Look-and-feel attributes are judged from the product image by a vision model, while factual ones stay on a fast, cheap text model.
Let AI use judgment on style and use-case. Require explicit source evidence for claims that cause returns or liability. You choose, per attribute.
Green, amber, red by confidence. Click any cell to see evidence and override with an allowed value. Save a batch mid-review and resume later.
Exports in metafield-import format mapping 1:1 to choice-list definitions — ready for Search & Discovery filters, shopping feeds and AI search surfaces.
Add product types, attributes and values in settings — no code changes. The AI's world updates the moment you save.
The attribute framework a store develops is competitive knowledge — it shapes filters, feeds and how AI shopping surfaces describe your products. ATTRIBUTOR is self-hosted: your registry, your catalog and your API keys live on your own infrastructure and are sent to nobody but the model you choose.
Currently in private use. Interested in running it on your catalog?
Request access