GPU cloud operators, HFT shops, and real-time venues all bleed money on the same thing: tail latency the customer cannot price and the operator cannot prove. The WHL Optimizer Platform predicts jitter, stutter, and thermal drift before it lands and emits a hardware-attested receipt for every headroom claim sold.
GPU clouds sell capacity, but the customer buys tail-latency assurance. The Optimizer Platform reads the thermal, power, and jitter spectrum of the device, predicts drift before it lands, and emits a hardware-attested receipt the buyer can hold against the operator.
Patent Bundle 2 — predictive GPU tail-latency drift attestation. Spectral signature monitoring on the device. Drift surfaced before the SLA breach.
Real-time inference, training, and graphics workloads. Pre-empt thermal stutter and clock-jitter events. Reschedule before the customer sees the tail.
Thermo-Headroom GPU Bidding — operators sell time-bound thermal headroom as a metered SKU. Receipt-bound bid acceptance. Margin recovery on the hot-end of the cluster.
Hardware-fingerprint-bound license tokens. Stops cross-tenant license drift on shared GPU fleets. Ed25519-signed enable line per device.
Hardware-attested microsecond-tier execution path. Forensic replay for regulator-visible incidents. Same primitives that drive the trading risk co-processor.
Receipt-bound rig integrity for competitive venues. Pre-match drift checks. Post-match audit packets for governing bodies and broadcasters.
Per-tenant power draw and thermal cost accounting. csel-style measured savings (36.5% in legacy deployments) re-applied to AI fleets.
Homeostatic autoscaler operator for Kubernetes. Thermo-aware placement. Drift-aware draining. Receipt-bound migration decisions.
Patent Bundle 5 — composition-bound NiCr EMI shield plus jitter attestation. Physical-layer mitigation for high-density compute racks.
Primary product. 446 tests passing. Stripe billing and Ed25519 license tokens in. Free monitor-only, $29/mo Pro for 5 GPU, $499/mo Enterprise for 100 GPU plus FPGA plus audit. Sovereign tier on quote.
12.77 ms hardware-in-the-loop enforcement latency. Sub-millisecond projected with SSR. Bound to the Optimizer Platform for hardware-attested headroom and licensing.
Designed and ready for build. 3-week effort. Operators sell metered thermal headroom as a SKU with hardware-attested receipts. $4.5B GPU-cloud orchestration TAM.
Predictive GPU Tail-Latency Drift Attestation. Provisional draft ready for USPTO filing. Source of the moat on the prediction-then-prove pipeline.
Optimizer Pro spins up against your live cluster in days. Free monitor-only tier surfaces what we would catch. Enterprise tier adds the FPGA co-processor and the audit-grade receipt chain. We talk Sovereign for operators that want the whole stack on-prem.