AI can't run your company yet
A 5-part structural audit of the autonomous-AI-agent business thesis — token economics, the data wall, the distribution collapse, and what survives the math today.
3 posts · ~33 min total read
- 01
AI can't run your company yet. Here's the math, and what to automate instead.
A $250M AI-agent platform disclosed numbers that explain why full autonomy hits a wall at SMB economics in 2026, and why putting the grind on autopilot is the move that actually fills your inbox with buyers.
13 min read - 02
I did the math on what running an autonomous AI agent actually costs in 2026
GPT-5-mini lists at $0.125 per million tokens. So why does a real autonomous agent cost $30+ per active user per month to run? The hidden multiplier is reasoning tokens, and at SMB prices the math points somewhere most agent pitches won't go.
10 min read - 03
I priced enrichment for an AI agent at scale. The data costs more than the inference.
Last week I priced inference for an autonomous agent at $27 per active user per month. This week I priced the prospect data the same agent needs. Data wins by a factor of two — and unlike inference, the price isn't dropping.
10 min read