Resources

Reference material for catalog and data teams.

Written by the team building the platform. Short, specific and free of gated PDFs.

Guide

A practical attribute completeness audit

How to score your catalog by category before you buy any tooling — including the four gaps that block marketplace listings.

Guide

GS1 and retailer taxonomy alignment

Where submissions usually fail, and which validations belong upstream of your PIM.

Changelog

Release notes

What shipped each week: connector coverage, confidence scoring changes and review-queue improvements.

Notes

Agentic commerce readiness checklist

The attribute structures AI shopping agents need to compare and decide on your products.

Case notes

What our design partners are running today.

Design partner

Home furnishings distributor

Head of Catalog Operations

Cut supplier onboarding from a multi-week keying project to a same-day pipeline run.

We stopped rebuilding spreadsheets for every supplier. The records come out in our own model, and we can point at the source page for any value.

Pilot in progress

Multi-brand marketplace

Marketplace Compliance Lead

Validation moved before submission, so listing rejections are caught internally first.

Readiness scoring gave our reviewers something objective to work from instead of a checklist in someone's head.

Design partner

Industrial products brand

Director of Digital Commerce

Spec sheets and CAD drawings turned into channel-ready attributes without a data team.

The founders sat in our pilot calls and shipped fixes the same week. That is the reason we kept going.

Partner names withheld while pilots are in progress — we publish them once customers approve.

Want a walkthrough on your data?

Bring one category. We'll run it through ingestion, enrichment and validation live.