Transactions Classified
686,420
last 30 days
Auto-Classification Rate
93.1%
≥ 0.85 confidence
Human Review Queue
18,912
< 0.70 confidence
Model Version
clf-2026.08
UNSPSC v26.0801
p99 Latency
482ms
SLA 500ms
Confidence Distribution
spend.classification.completed.v1
Pipeline Stages
Classification Service · gRPC / Kafka
- 1Ingestspend.transaction.ingested.v1 (Ariba adapter)
- 2NormalizeVendor master + GL + contract reference join
- 3EnrichNLP/LLM UNSPSC proposal + alternatives
- 4ScoreConfidence weighting vs. registered activity code
- 5Route≥0.85 auto-commit · <0.70 human review
- 6Publishspend.classification.completed.v1 + audit.event.v1
Human Review Queue
POST /api/v1/spend/transactions/classify · low-confidence routing
| Transaction | Supplier | Amount USD | Proposed UNSPSC | Confidence | Alternative |
|---|---|---|---|---|---|
| TXN-88214512 | Al Noor General Trading | 184,200 | 43211500 · Computers | 0.58 | 44103100 · Printer supplies |
| TXN-88214718 | Gulf Freight Solutions LLC | 96,500 | 78101800 · Freight forwarding | 0.61 | 78131600 · Storage |
| TXN-88215004 | Meridian Media HK | 71,800 | 82101500 · Advertising | 0.49 | 82121500 · Printing |
| TXN-88215233 | Bharat Industrial Supplies | 58,400 | 73152100 · Manufacturing support | 0.55 | 40151500 · Pumps |
| TXN-88215590 | Riyadh Facilities Co. | 42,100 | 76111500 · Cleaning services | 0.64 | 72101500 · Building maintenance |
ISIC ↔ UNSPSC Correspondence
Many-to-many directional mapping · low-probability pairs routed to human review
| ISIC | Registered activity | UNSPSC segment | Segment label |
|---|---|---|---|
| ISIC Section F (41–43) | Construction | 72 | Building & Facility Construction/Maintenance |
| ISIC Section J (61–63) | Telecommunications, IT & Info Services | 43 | IT, Broadcasting, Telecommunications |
| ISIC Section H (49–53) | Transportation and Storage | 78 | Transportation & Storage/Logistics |
| ISIC Section M (69–75) | Professional, Scientific & Technical | 80 | Management/Business Professional Services |
| ISIC Section M (71–72) | Architecture, Engineering, R&D | 81 | Engineering, Research & Technology Services |
| ISIC Section N (81) | Building/Landscape Services | 76 | Industrial Cleaning Services |
| ISIC Section E (36–39) | Water, Sewerage, Waste Management | 77 | Environmental Services |
| ISIC Section K (64–66) | Financial and Insurance Activities | 84 | Financial & Insurance Services |
| ISIC Section D/O (35, 84) | Utilities, Public Administration | 83 | Public Utilities & Public Sector Services |
| ISIC Section I (55–56) | Accommodation and Food Service | 90 | Travel, Food, Lodging, Entertainment |