MLOps
8 min readWalhallahCost-Aware ML: Accuracy, Latency, Euro
A simple triad to keep AI bills sane.
Think in a triangle: accuracy, latency, and cost. For many products, stable good-enough beats brittle state-of-the-art. Use distillation, caching, and smaller specialist models. Monitor token usage per user action and cap runaway prompts via server-side guards.
Budget dashboards aligned to product metrics prevent surprises. Teams that instrument cost early move faster later.
Budget dashboards aligned to product metrics prevent surprises. Teams that instrument cost early move faster later.
costs
distillation
caching
budgets
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