# Why architecture matters

A widely cited MIT study found 95% of organizations saw no measurable return on generative AI, and only ~5% of custom pilots ever reach production. The difference isn’t model choice. It’s architecture — of strategy, data, and workflow.

Canonical: https://robauto.ai/learn/ai-architecture/1

_Advanced AI Architecture: Strategy, Stack & Daily Practice — lesson 1 of 20 (STAT)_

**95%**

A widely cited MIT study found 95% of organizations saw no measurable return on generative AI, and only ~5% of custom pilots ever reach production. The difference isn’t model choice. It’s architecture — of strategy, data, and workflow.

Source: [MIT Media Lab / NANDA (2025)](https://mlq.ai/media/quarterly_decks/v0.1_State_of_AI_in_Business_2025_Report.pdf?utm_source=robauto)

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