Start with evals that match real workflows, not generic benchmark scores.
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Model routing
Route by quality need, not by habit.
A routing layer is the practical middle path between paying frontier prices for everything and making risky blanket downgrades.
Keep hard, high-risk tasks on stronger models until there is evidence to move them.
Route simple, repetitive, and structured tasks to cheaper models or cached paths.
Track quality, latency, and cost together so savings do not hide regressions.