clawback

The Problem Shippers pay carrier invoices with thousands of charges, and nobody has time to check each one against the negotiated contract. Audit vendors report that freight audits recover about 3 to 7 percent of freight spend, and carriers often allow only a short dispute window, commonly around 15 days for parcel. Outsourced audit firms commonly take 20 to 50 percent of what they recover. These figures come from vendor sources and are indicative only. Why This is a Commerce Track Project Most commerce tools chase top-line revenue growth. Clawback protects margin from the cost side. In commercial logistics and supply chain operations, freight spend represents 8 to 15 percent of total cost of goods sold (COGS). A dollar recovered from an overcharge drops directly to pre-tax net margin. How AMD is Used Model & Host: The model that reads contracts and normalizes messy invoice charge descriptions is google/gemma-2-9b-it, hosted on AMD Developer Cloud / AMD Token Factory infrastructure (notebooks.amd.com). Replay Mode: When offline or if API quotas are exhausted, a deterministic replay mode serves recorded outputs from real AMD calls, visibly labeled with a persistent REPLAY badge. Workload Concurrency: Utilizes k=3 parallel self-consistency consensus extraction and batch charge-description normalization, fully utilizing AMD ROCm GPU concurrency. Measured Results (Synthetic Benchmark) Source: benchmark/results.json (Mode: replay / baseline; Run Date: October 16, 2026). Accuracy: Audit Recall: 100.00% (284 of 284 planted errors detected) Audit Precision: 100.00% (0 false positives) True Positives: 284 | False Positives: 0 | False Negatives: 0 Planted Ground Truth: $9,130.51 USD Recovered Overcharges: $9,130.51 USD Dollar Variance: $0.00 (0.00%) Note: These results prove the pipeline and deterministic arithmetic engine work as designed on synthetic benchmark data. They are not evidence of real-world carrier recovery rates.