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Expert User Profile
Section 4 Architecture

HS-Code Search Logic &
Intelligent Pipeline

TENSIG utilizes a multi-layered extraction architecture to decode complex import descriptions into precise Harmonized System codes.

account_tree Execution Flow

1

Input Processing

Sanitizing raw user strings and metadata

2

Direct Code Detection

Regex-based scanning for 4-10 digit sequences

3

Semantic Search

Primary

Vector-based intent & context matching

4

Full-Text Search

BM25 matching against official TARIC labels

5

Fuzzy Normalization

Correcting typos and variant spelling

6

Language Fallback

Cross-referencing EN descriptors if NL fails

The Search Methodology

Direct Match

Instantly validates exact codes. Reduces processing time by 85% for known shipments.

Vector Embedding

The Semantic engine understands "circular cooling device" is likely a Fan (8414.59).

Normalization

Converts plural/singular and handles regional variations (e.g., 'Elektrisch' vs 'Electrisch').

Full-Text Index

Scans legal notes and exclusionary clauses to ensure compliance precision.

Language Bridging: NL ↔ EN

translate sync

Official TARIC documentation is primarily maintained in English. TENSIG bridges the gap by translating Dutch technical terms into high-fidelity English synonyms before querying the semantic vector space.

Source (NL)
Vrachtwagenbanden
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Bridged (EN)
Truck Tyres
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Result (HS)
4011.20
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Pro-Tip: Semantic search works best with descriptive nouns rather than technical verbs.

Logistics and Data Visualization

Automated Compliance

Every search is cross-referenced with the latest EU import regulations to minimize clearing delays.