trade-classify
LLM HS-code classification with grounding guardrails, a trust boundary and a precision evaluation; a demo.
What it does
A Python demo that gives a product a 6-digit HS code, a confidence score and the heading it relied on, then routes it to auto-apply or human review; restricted headings, hazard words and duty exposure over a limit always go to a person. It runs with a deterministic stub, or against Claude with an API key. The HS reference is a curated subset and the duty rates are illustrative; MIT licence.
Where it fits on the map
Not on the map: a demo.
The map places maintained projects for a company tax department or a tax authority, without a demo or paid-service flag. Everything else stays on the list with its label.
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Of the same kind, for a shared jurisdiction or tax area. Not a ranking.
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