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BENCHMARKS · GOVERNMENT POLICY

Policy Economics

Governments don't just regulate the labs — they move the unit economics. Pick a scenario — a federal procurement EO, export controls, residency mandates, energy rules — and watch break-even shift on the same hardware.

Policy scenario

Agencies directed to phase out a named provider's models — the Anthropic scenario. Targeted provider loses anchor demand; rivals absorb it but carry compliance overhead.

Model
Accelerator
Region
GPU / infra premium — +0%
Demand shift — -25%
Compliance overhead — 3% of revenue
Utilization today — 50% → 38%
Break-even · before32%8×B300 · United States
Break-even · after33%+1 pts
Profit/mo · before$16,790at 50% util, off-peak price
Profit/mo · after$4,258at 38% util, after policy

DeepSeek V4 Pro on 8×B300 in United States — before vs after federal procurement eo

MetricBeforeAfter policyΔ
Node cost · $/hr$40.00$40.00$0.00
Effective price · $/1M output tok$1.00$0.97-$0.03
Throughput · output tok/s35,00035,000—
Break-even utilization31.7%32.7%+1.0 pts
Monthly profit · GPU rent only$16,790$4,258-$12,532

Same node, same model, same token prices — only the policy levers move. Demand shift scales achievable utilization; compliance is taken off the top of revenue; GPU premium scales rent and (implicitly) build cost. Illustrative magnitudes, not forecasts.