Cheaper tokens only help infra if volume moves.

Turn a market narrative into unit economics. Every value is your assumption; no ticker, provider margin, or future outcome is treated as live fact.

Infra +USD 160Waiting for exact local computation.
BASELINE · 100M TOKENSUSD 1000
INFRAOTHERMODEL MARGIN
Infra USD 200Other USD 100Margin USD 700
FUTURE · 180M TOKENSUSD 1080
INFRAOTHERMODEL MARGIN
Infra USD 360Other USD 180Margin USD 540
SPEND DELTA+USD 80
INFRA DELTA+USD 160
MODEL MARGIN DELTA-USD 160
BASE MARGIN RATE70%
FUTURE MARGIN RATE50%
VOLUME NEEDEDover 1.00x
Layer dollars = token volume x per-million capture. Model margin = volume x (price - infra - other).

Scenario arithmetic only. Not investment advice, a valuation, a forecast, or verified economics for NBIS, NVDA, ORCL, NOW, Meta, OpenAI, Anthropic, Apple, Google, Grok, or any other company.

The thesis has a denominator.

Infrastructure dollars rise when future volume times infrastructure capture exceeds the baseline. A lower model price alone does not change that multiplication.

USD 200
stays USD 200
at 1.0x

The no-growth counterfactual exposes the hidden condition.

Price

What the customer pays per million tokens.

Capture

What infrastructure receives per million tokens in this simplified stack.

Margin

What remains after infrastructure and other model costs.

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