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Classification Result
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📦 What is UNSPSC?
The United Nations Standard Products and Services Code is a global taxonomy for spend visibility. By standardizing procurement data into 8-digit codes, organizations automate purchasing analytics and optimize supply chains.
🧠 How Decisions are Made
1
Web Search Distillation
Refining live search results into a concise product context.
2
Agentic Reflection
Per-level classification reviewed by an Auditor LLM for accuracy.
3
Deterministic Output
Mathematically constrained using JSON Schema to prevent hallucinations.
📋 Agent Trace Log