The intelligence tax
Imagine a company that uses AI to minimize labor, inventory, logistics, compliance, software and energy costs. It would be strange for the same company to tolerate an unnecessarily high recurring charge for intelligence.
A rational architecture routes work according to sufficiency:
| Task class | Likely mechanism | Economic objective |
|---|---|---|
| Stable/routine | Rules, ordinary software, small models | Lowest reliable cost |
| Variable but bounded | Specialized/local models | Cheap adaptive execution |
| Novel/high ambiguity | Frontier model | Pay for capability when needed |
| Critical/high assurance | Multiple systems + verification | Reduce error/risk |
The provider may calculate willingness to pay from the value created. The customer calculates procurement from the next-best adequate alternative. These can differ by orders of magnitude.
An AI-optimized business has no reason to exempt intelligence from optimization.
This is the intelligence-tax contradiction: the better AI becomes at cost minimization, the more pressure it creates on its own price unless the provider owns a durable bottleneck.