AI economics
Claude Code pricing 2026: real 30-day bill for a solo dev, a team, and an agency
Three real 30-day Claude Code bills, the 5.5x token-efficiency math, and when the $200 Max plan beats the API.
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Three real 30-day Claude Code bills, the 5.5x token-efficiency math, and when the $200 Max plan beats the API.
A 1,500 customer SaaS shipped AI features and watched gross margin fall from 81% to 47%. We walk three pricing ladders and the COGS math that got it back to 73% in 8 weeks.
The sticker price per token is the smallest line in your LLM bill. Once you add retries, embeddings, vector reads, orchestration, and the platform margin, a "simple" agent workflow lands around $0.42 per run, roughly 4× the raw model cost. This breakdown shows where the money actually goes and which three levers cut a workflow bill the fastest without touching quality.