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LLM EconomicsJun 21, 20264 min read
Inference Economics: Why a $13B Valuation Is a Bet on the Token Spread
When an inference provider raises at a $13B valuation, investors are buying the spread between what a token costs to serve and what you are charged. That spread is why your API price is not a cost floor.
Pricing StrategyJun 21, 20263 min read
Flat vs Usage-Based AI Pricing: Stop Billing Your Users for Tokens
Per-token billing feels fair, but it hands your customer a cost-modeling problem even you find hard. In most cases, model the token cost yourself and charge a flat price.
Founder GuidesJun 21, 20264 min read
AI Spend Controls vs Cost Forecasting: How to Set a Cap That Actually Fits
A spend cap limits the damage of a bad month, but it can't tell you what your AI budget should be. Forecast your token cost per user first, then set the cap above your power users.
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