send the boring work to a free local model
A field note on routing routine AI work to a free local model and reserving stronger models for judgment.
routing boring work to a free local model and sending important survivors to a stronger model kept decision quality steady while lowering overall cost. A lot of AI spend comes from routing every task to the smartest model.
why should every task pay for the smartest model?
I started separating routine work from the tasks that actually need judgment. The boring work goes to a free local model, while the important survivors move to a stronger model.
That simple routing change exposed how much spend comes from treating every task as equally difficult. Most tasks do not need the same level of reasoning.
what happens when only the important work reaches a stronger model?
The important survivors still receive stronger-model judgment, which keeps quality where decisions matter. The result was the same quality on those decisions with lower cost overall.
The model choice becomes part of the workflow. Routine work gets filtered locally, and the stronger model spends its capacity on the cases that deserve it.
is AI spend really a model problem or a routing problem?
The receipt points toward routing. When every task pays for the smartest model, the budget carries the cost of high-end judgment even when the task is boring.
A better split sends routine work to the free local model and reserves the stronger model for important survivors. That makes model spend follow decision value more closely.
How can I lower AI costs without reducing decision quality?
Route routine work to a free local model and send important survivors to a stronger model. This keeps stronger-model judgment focused where decisions matter.
Should every AI task use the strongest model?
Every task does not need the same model. Use a free local model for boring work and reserve the stronger model for important survivors.
Why is AI spending higher than expected?
Routing may be sending every task to the smartest model. That makes routine work carry the cost of high-end judgment.