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06 / Evidence-backed tariff research

HTS Workbench

HTS Workbench gives customs brokers and trade-law teams a fast classification research surface. It interprets product facts, retrieves official schedule candidates, and uses current CBP rulings as supporting or disambiguating evidence.

StatusResearch preview
CategoryTrade compliance
Started2026
Live surfaceshrikar.dev ↗
HTS Workbench interface for classifying powdered coconut sugar against official tariff data and CBP rulings
Interface evidence / hts workbenchSource capture · 2026

Make the
mechanism
visible.

Built as a research assistant for customs professionals. It surfaces evidence and ambiguity while keeping the final classification decision with the reviewer. HTS Workbench gives customs brokers and trade-law teams a fast classification research surface. It interprets product facts, retrieves official schedule candidates, and uses current CBP rulings as supporting or disambiguating evidence.

  • Hybrid keyword and EmbeddingGemma retrieval
  • Official HTS hierarchy and duty rates
  • CBP CROSS rulings constrained to plausible headings
  • Editable product-fact interpretation
  • Missing-fact questions for ambiguous classifications
  • Source and release provenance on every result
AstroCloudflare WorkersCloudflare AI SearchEmbeddingGemmaBM25

Explore the live product and see the idea in its natural habitat.