# How enterprises are scaling AI

DevFeed: [How enterprises are scaling AI](<https://devfeed.tech/articles/how-enterprises-are-scaling-ai-6242.md>)

Original publisher: [Read original article](<https://openai.com/business/guides-and-resources/how-enterprises-are-scaling-ai>)

Published: 2026-05-11T10:00:00Z

Content type: article

Language: en

Sources: [OpenAI News](<https://devfeed.tech/sources/openai-news.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Architecture & Design](<https://devfeed.tech/topics/architecture-design.md>), [Security](<https://devfeed.tech/topics/security.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [compliance](<https://devfeed.tech/tags/compliance.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [evaluation](<https://devfeed.tech/tags/evaluation.md>), [guides](<https://devfeed.tech/tags/guides.md>), [leadership](<https://devfeed.tech/tags/leadership.md>), [production](<https://devfeed.tech/tags/production.md>), [review](<https://devfeed.tech/tags/review.md>), [scale](<https://devfeed.tech/tags/scale.md>), [security](<https://devfeed.tech/tags/security.md>)

## AI overview

This article distills lessons from enterprise leaders on scaling AI responsibly. It emphasizes trust, culture and literacy, governance involving security and compliance, ownership of workflow redesign, early quality evaluation, and hybrid workflows that preserve human judgment.

## Source excerpt

How enterprises scale AI: from early experiments to compounding impact through trust, governance, workflow design, and quality at scale.