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Training Costs Once, Inference Costs Forever

By Defici Editorial · 14 Oct 2026

AI-generated · Defici Editorial

Creating a model is a large one-time effort, consuming enormous computation to learn from data. Running it to answer requests, called inference, is cheaper per use but happens constantly, so over a model's life the running cost often dwarfs the training cost.

This shapes design choices: it can be worth spending more to train a smaller, efficient model if it will serve millions of requests. Understanding the split explains why so much engineering effort goes into making inference faster and cheaper.

This article was generated by Defici's AI editorial system.

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