Classification Accuracy Benchmark
Independent accuracy testing against the EU's EBTI (European Binding Tariff Information) database — the gold standard for HS code classification.
Methodology
Test Data
Products are sourced from the EU's EBTI (European Binding Tariff Information) database — legally binding classification decisions made by EU customs authorities. Each product includes an official product description, product image, and the correct HS code assigned by certified customs experts.
Classification Process
Each product is classified using Import8's multi-step AI pipeline: semantic keyword extraction, candidate heading search across 16,000+ tariff codes, and final classification with full commodity tree context. The AI receives both product images and descriptions — identical to real-world API usage.
Accuracy by Chapter
| Chapter | Products | 6-Digit | 8-Digit | 6-Digit Accuracy |
|---|---|---|---|---|
| Chapter 39 | 5 | 3/5 | 3/5 |
|
| Chapter 61 | 4 | 3/4 | 1/4 |
|
| Chapter 62 | 1 | 1/1 | 1/1 |
|
| Chapter 64 | 1 | 1/1 | 1/1 |
|
| Chapter 71 | 1 | 1/1 | 1/1 |
|
| Chapter 73 | 1 | 1/1 | 1/1 |
|
| Chapter 84 | 2 | 2/2 | 0/2 |
|
| Chapter 85 | 3 | 3/3 | 3/3 |
|
| Chapter 90 | 2 | 1/2 | 1/2 |
|
| Chapter 94 | 1 | 1/1 | 1/1 |
|
Error Distribution
Individual Classifications
| Product | Expected | Classified | 6-Digit | 8-Digit | Time |
|---|---|---|---|---|---|
| Nach den Antragsangaben sowie der vorliegenden Produktabbild... | 3925.90 | 3925.90 | Pass | Pass | 35.1s |
| Trattasi di cuscinetti (a strisciamento) da inserire in giun... | 8483.30 | 8483.30 | Pass | Fail | 32.2s |
| Bei dem als "Handtuchständer 3 Arme Chrom" bezeichneten Erze... | 9403.20 | 9403.20 | Pass | Pass | 37.7s |
| Kleidung für Kleinkinder, sog. BECO Sealife Neopren Aqua Nap... | 6111.30 | 6111.30 | Pass | Pass | 36.5s |
| Všeobecné pravidlá č. 1 a č. 6 na interpretáciu Kombinovanej... | 3926.90 | 3926.90 | Pass | Pass | 33.2s |
| Dle poskytnutých informací se jedná o smaltovaný kulatý mědě... | 8544.11 | 8544.11 | Pass | Pass | 33.6s |
| Elektrický rozvádzač (Switchgear) predstavuje centralizovaný... | 8537.10 | 8537.10 | Pass | Pass | 45.3s |
| Bata de un solo uso, color verde, confeccionada con fibras s... | 6210.10 | 6210.10 | Pass | Pass | 32.4s |
| Soganannte natürliche Industriediamanten: Es handelt sich u... | 7102.21 | 7102.21 | Pass | Pass | 38.0s |
| Cztery trójkątne donice wykonane z tworzywa sztucznego (poli... | 3926.90 | 3924.90 | Fail | Fail | 27.3s |
| Andere Ware aus Kunststoff - in Form eines Fingerhandschuhes... | 3926.20 | 6116.10 | Fail | Fail | 38.1s |
| RGI 1, 3 b) y 6 y texto de los códigos de NC 7307; 7307 19 y... | 7307.19 | 7307.19 | Pass | Pass | 39.0s |
| Warnweste, sog. Sicherheitsweste, Größe L, Foto siehe Anlage... | 6110.30 | 6114.30 | Fail | Fail | 29.8s |
| Sog. Intranasale Atemwegsschiene (Nasenschiene), zwei versch... | 9021.10 | 9021.10 | Pass | Pass | 46.6s |
| Zusammenstellung aus einem Paar Schwimmstiefel und einem Arm... | 6405.20 | 6405.20 | Pass | Pass | 37.2s |
| Varen er en tætsiddende langærmet pullover med rullekrave. V... | 6110.20 | 6110.20 | Pass | Fail | 33.3s |
| Descripción física: Se trata de una carcasa de plástico con... | 9031.90 | 8543.90 | Fail | Fail | 45.6s |
| RGI 1,3b) y 6. Texto de los códigos de la NC 3926, 3926.90 y... | 3926.90 | 3926.90 | Pass | Pass | 38.1s |
| Die als "SteelCraft 2-fach Steckdose" bezeichnete Ware beste... | 8536.69 | 8536.69 | Pass | Pass | 43.1s |
| Maglietta girocollo a manica corta, in tessuto a maglia sint... | 6109.90 | 6109.90 | Pass | Fail | 37.8s |
| Zawór zaporowy odcinający z uszczelnieniem mieszkowym, grzyb... | 8481.80 | 8481.80 | Pass | Fail | 43.7s |
Historical Benchmark Runs
| Date | Products | Model | Version | |
|---|---|---|---|---|
| 19 Mar 2026 15:43 | 283 | claude-sonnet-4-6 | v20-ebti-rules | View |
| 19 Mar 2026 13:36 | 99 | claude-sonnet-4-6 | v20-ebti-rules | View |
| 19 Mar 2026 13:06 | 44 | claude-sonnet-4-6 | v20-ebti-rules | View |
| 19 Mar 2026 12:40 | 48 | claude-sonnet-4-6 | v20-ebti-rules | View |
| 19 Mar 2026 11:25 | 50 | claude-sonnet-4-6 | v20-ebti-rules+sonnet-nav | View |
| 19 Mar 2026 10:30 | 50 | claude-sonnet-4-6 | v21-compressed | View |
| 13 Mar 2026 15:44 | 35 | claude-sonnet-4-6 | v20-ebti-rules | View |
| 13 Mar 2026 15:39 | 20 | claude-sonnet-4-6 | v20-ebti-rules | View |
| 13 Mar 2026 14:35 | 19 | claude-sonnet-4-6 | v19-elimination | View |
| 13 Mar 2026 13:44 | 23 | claude-sonnet-4-6 | v18-elimination | View |
| 13 Mar 2026 13:28 | 19 | claude-sonnet-4-6 | v18-elimination | View |
| 13 Mar 2026 13:13 | 10 | claude-sonnet-4-6 | v18-elimination | View |
| 13 Mar 2026 12:55 | 6 | claude-sonnet-4-6 | v18-elimination | View |
| 13 Mar 2026 12:24 | 20 | claude-sonnet-4-6 | v17-consensus | View |
| 12 Mar 2026 15:44 | 2 | claude-sonnet-4-6 | v17-consensus | View |
| 12 Mar 2026 15:05 | 40 | claude-sonnet-4-6 | v15-topdown | View |
| 12 Mar 2026 14:17 | 21 | claude-sonnet-4-6 | v15-topdown | Current |
| 12 Mar 2026 14:16 | 1 | claude-sonnet-4-6 | v15-topdown | View |
| 08 Mar 2026 22:08 | 10 | claude-sonnet-4-5-20250929 | v15-topdown | View |
| 08 Mar 2026 21:56 | 10 | claude-sonnet-4-5-20250929 | v15-topdown | View |
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