
MLOps
Cost-Aware ML: Accuracy, Latency, Euro
Walhallah
8 min read
A simple triad to keep AI bills sane.
#costs#distillation#caching#budgets

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.
Published:
Article Info
Category:MLOps
Read time:8 minutes
Author:Walhallah
Published:Oct 2025
More Insights
Continue exploring our latest thoughts on technology, development, and innovation.
Engineering
•9 min read
Precision Builds: From Architecture to Anti-Fragility
How to design software that gets stronger under stress.
#architecture#testing+2 more
Read more

AI & Craft
•10 min read
When AI Writes Bugs: Field Notes from Real Cleanups
Patterns of failure in AI-generated code and how senior devs fix them.
#code-quality#security+2 more
Read more
Custom Development
•8 min read
From Prompt to Product: Custom Development with Guardrails
Turning rapid prototypes into production-grade systems.
#prompt-engineering#testing+2 more
Read more