Economic control planes • Runtime enforcement • Unit economics

Our platform reduces GPU spend by ~40%.

GPSUSA sits at the intersection of Systems Engineering and Financial Quant Theory, treating GPUs as governed capital — priced, allocated, and enforced by policy.
We build economic control planes that convert GPU behavior and AI workloads into programmable business constraints.
We replace utilization vanity metrics with real unit economics — enforcing cost, fairness, and performance at runtime.

CFO Mode Unit economics, predictability, governance
CFO
CTO
CFO Mode

Unit Economics (Not Vanity)

tokens/sec/$ by model, tenant, and workload class — tied to cost attribution you can defend.

Policy Enforcement at Runtime

Fairness, routing, isolation, and cost envelopes enforced by a control plane — not tribal process.

Predictable Fleet Outcomes

Reduce drift and regressions through measurable guardrails and continuous economic optimization.

CFO dashboard (live mock telemetry)

Unit economics, fairness, leakage, and p99 stability — shown as CFO-defensible metrics (mock telemetry).

tokens/sec/$

Fleet efficiency KPI

Cost / 1M tokens

Budgetable cost attribution

Fairness index

Multi-tenant yield stability

Leakage (lower is better)

Structural waste signal over time (mock).

p99 latency stability

Tail latency tightening under policy (mock).

Why this matters: CFO Mode focuses on predictable spend and defendable unit economics. Toggle to CTO Mode to see the technical control surfaces that make these metrics real.

Platform adoption path (hybrid, platform-first)

Phase 1 — Fleet Telemetry Activation

Activate token, GPU-second, and workload telemetry to generate a fleet-wide economic baseline.

Phase 2 — Policy Engine Enablement

Enable fairness, routing, and cost guardrails across controlled production slices.

Phase 3 — Fleet-Wide Enforcement

Expand runtime governance across inference + training surfaces with deterministic p99 controls.

Phase 4 — Autonomous Optimization

Continuously tune runtime + scheduling using live economic + performance signals.