Observed arrival · 2026-10-22
Unde Labs: a customs-origin planner
A tool for estimating the U.S. customs origin of a product and checking whether production changes could affect that determination, using earlier CBP rulings.
- For
- Trade-compliance and industrialisation leads at manufacturers moving production
- Worth noticing
- Its test sheet reports 90.2% origin accuracy across 377 held-out rulings, with uncertain cases sent for expert review.
Field notes
The homepage walks through a Kobalt 12.5-amp heat gun: a 2022 configuration, a parts-level production change, and a later Thailand-origin determination tied to CBP ruling numbers N328954, N345938, and N357771. Its test sheet says 377 rulings from January–September 2026 were held out of the precedent pool; it reports 90.2% overall origin accuracy and 96.0% accuracy on the 79.6% of cases it auto-accepts, routing the rest for expert review. The page explicitly says this is not a ruling.
Observed signals
Read the marks
Editorial observations of this landing page, not a rating.
One card from the complete issue