HYPERGLORY — Mongolia's AI Customs Chatbot for HS-Code Classification

Mongolia's Customs General Administration (MCGA) signed a joint cooperation agreement in Ulaanbaatar on 13 May 2025 with a South Korean consortium (Bituen, Virnect and Rebellions), funded through South Korea's NIPA AI-Semiconductor Overseas Expansion Support Project, aiming to reduce HS-code misclassification and the complaint backlog it caused.
The resulting system, HYPERGLORY, combines retrieval-augmented generation with a fine-tuned large language model running on Rebellions' NPU hardware to recommend HS commodity codes from natural-language product descriptions; it is billed as the first commercial NPU-based, rather than GPU-based, LLM/RAG deployment inside a live customs administration.
Year 1 of the two-year rollout was completed on 23 December 2025. The system obtained KTR AI certification and GS Grade 1 software-quality certification plus a public-institution priority-purchase designation, and the vendor reports a 2.7x power-efficiency advantage over GPU-based alternatives.
No independently audited accuracy or error-reduction figures have been published by MCGA itself; the strongest technical claims currently originate from the hardware vendor, Rebellions, rather than an independent auditor or the customs administration.

Read the full analysis: https://rebellions.ai/ai-powered-hs-code-recommendation-chatbot-for-mongolian-customs-built-on-llm-rag/