Engineering note · Mikisi

Make AI cost visible before it grows.

Treat model usage as part of system design, not an invoice surprise.

Start with ordinary software

If rules or deterministic processing solve a step reliably, a model call may add cost and uncertainty without value.

Match the model to the job

Evaluate smaller models on simple work and reserve stronger models for tasks that benefit. Measure quality as well as latency and cost.

Reuse accepted results

Cache safe-to-reuse outputs, version the inputs and keep accepted translations separate from audio generation.

Give someone the controls

Use client-owned provider accounts where practical, monitor usage and document budgets, alerts and the conditions for escalation.

A useful next step

Bring us the problem.
We build the system.

You do not need a technical specification. Tell us what happens today and what you want to change.

Tell us the problem

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