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What's one mistake developers make when building cost-efficient AI apps?

Microsoft Developer (Build) · Jun 12, 2026 · Engineering Insights

Developers waste effort optimizing the model instead of the end-to-end system and data access.

“when AI has access to the right data, it spends more time reasoning and coming up with the right outcomes and higher quality outcomes”

A Microsoft Build speaker argues developers commonly over-focus on prompt and model tuning while neglecting whether the AI has access to the right data. The advice is to optimize the whole system end-to-end, since better data access yields higher-quality, more efficient reasoning. It's a practical engineering tip rather than a major industry announcement.

ai-engineering cost-optimization system-design data-access

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