| --- |
| language: |
| - en |
| license: mit |
| tags: |
| - text-classification |
| - sequence-classification |
| - enterprise-operations |
| - logistics |
| - finops |
| - anomaly-detection |
| datasets: |
| - priteshloke/enterprise-operations-benchmark |
| pipeline_tag: text-classification |
| widget: |
| - text: "Carrier BlueDart billed 3.5 kg on a 0.5 kg t-shirt box due to dimensional laser scanner bulge." |
| example_title: "Volumetric Freight Overcharge" |
| - text: "Client logged 68 hours on a contracted 40-hour monthly retainer with zero change orders." |
| example_title: "Agency Retainer Scope Creep" |
| - text: "Departed marketing contractor retains paid Google Workspace and Slack licenses for 90 days." |
| example_title: "SaaS Zombie Seat Waste" |
| --- |
| |
| # 🤖 Kepler Ops — Enterprise Anomaly & Exception Classifier |
|
|
| ### Author: Kepler Operations Intelligence ([getkeplerops.com](https://www.getkeplerops.com)) |
|
|
| This model classifies transaction narratives, invoice discrepancy notes, and operational logs into standard enterprise failure modes. |
|
|
| ## 📊 Target Classes (6 Exception Categories) |
| 1. `VOLUMETRIC_WEIGHT_OVERCHARGE_CRITICAL` |
| 2. `COURIER_FAKE_NDR_ATTEMPT_CRITICAL` |
| 3. `AGENCY_RETAINER_SCOPE_CREEP_CRITICAL` |
| 4. `SAAS_DORMANT_SEAT_LICENSE_WASTE_HIGH` |
| 5. `FBA_AGED_INVENTORY_SURCHARGE_CRITICAL` |
| 6. `NONE_CLEAN_TRANSACTION` |
|
|
| ## 💻 Quick Python Usage |
| ```python |
| from transformers import pipeline |
| |
| classifier = pipeline("text-classification", model="priteshloke/kepler-ops-anomaly-classifier") |
| result = classifier("Carrier billed 3.5 kg on a 0.5 kg shipment.") |
| print(result) |
| ``` |
|
|
| ## 🚀 Live Production Engine & Benchmarks |
| - **Web Platform:** [getkeplerops.com](https://www.getkeplerops.com) |
| - **Interactive Simulator:** [Hugging Face Space](https://huggingface.co/spaces/priteshloke/kepler-ops-anomaly-playground) |
| - **Evaluation Dataset:** [priteshloke/enterprise-operations-benchmark](https://huggingface.co/datasets/priteshloke/enterprise-operations-benchmark) |
