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Clear definitions.
Practical decisions.

Guides for teams building a consistent product reference across markets and source systems.

Product taxonomy fundamentals

Understand classification, categorization, normalization and the role of review.

AI Product Classification: Workflow & Evaluation

AI product classification uses a model to suggest where a product record belongs in an agreed taxonomy. Human reviewers resolve ambiguity and confirm the result.

Menu Data Standardization: A Multi-Market Guide

Menu data standardization connects local item descriptions to shared product definitions while retaining the distinctions that matter to each market.

How to Evaluate a Product Classification Pilot

A useful product classification pilot measures quality against agreed reference labels, covers difficult records and makes the human review effort visible.

Start with a focused evaluation

Your data has a story.
Give it a shared language.

Start with the records that are hardest to compare. Define the taxonomy, review process, and success criteria for a focused pilot.

Start with your
data challenge.

Prepare a focused pilot brief. This form creates a local download only. Nothing is emailed, submitted, or stored on a server.

No file upload or sensitive data required. Your inputs stay in this browser tab.