Scale the intelligence.
Control the economics.
Price the work before you scale it. Make reasoning selective, execution reliable and the operating cost visible.
Estimated baseline / reported endpoint
~$20 per pass.
Reported measurement: $18.42, rounded up.
The $600 baseline and lever-level reductions are estimates from the program figures—not measured comparison runs. This is not total ownership cost.
Intelligence where judgment matters.
Separate decisions that need runtime reasoning from repeatable actions that can execute through authorized APIs and deterministic software. The illustration attributes an estimated $480 reduction to that routing choice.
Stop paying to repeat what is stable.
Reuse eligible context rather than resending the same material unnecessarily. The illustration attributes an estimated $80 reduction to caching. Eligibility, write costs and workload shape matter.
Match processing to the work.
Batch appropriate, non-urgent tasks rather than treating every request as interactive. The illustration attributes an estimated $20 reduction to eligible bulk processing.
Measure the completed outcome, not just the tokens.
Agree a useful unit of work, baseline, acceptance standard, accountable owner and measurement window. Track inference, infrastructure, human review, exceptions, recovery and support separately. Test quality and reliability alongside cost. More agents or more generated output are not, by themselves, more business value.
The foundation comes with operating boundaries.
The team should be able to inspect usage, set appropriate limits, approve consequential actions and intervene when the work crosses a boundary. A reusable control framework does not remove the need to assess new permissions, autonomy or business risks.
Methodology.
The $600 baseline and intermediate reductions are estimates; the endpoint is reported and rounded to approximately $20. The 30:1 comparison is calculated from the rounded figures.