AI in the Enterprise Lessons from seven frontier companiesContents A new way to work 3 Executive summary 5 Seven lessons for enterprise AI adoption Start with evals 6 Embed AI into your products new models and capabilities. Our Applied Team turns those models into products, like ChatGPT Enterprise and our API. And our Deployment Team takes these products into companies to address their most shapes future products and models. 4 AI in the EnterpriseExecutive summary Seven lessons for enterprise AI adoption 01 Start with evals Use a systematic evaluation process to measure how 
 models perform

challengers are racing to build and deploy the next layers of AI infrastructure: agentic interfaces, enterprise copilots, real-world autonomous systems, and sovereign models. Rapid advances in artificial intelligence smartphones, IOT devices, robotics, etc. Source: Weiss et al. ‘AI Index: Mapping the $4 Trillion Enterprise Impact’ via Morgan Stanley (10/23) Enabling Infrastructure CPUs Big Data / Cloud GPUs Computing Microsoft, Google, Anthropic, Meta, Apple, Alibaba, Deepseek, UK Government, US Department of Homeland Security. China data may be subject to informational limitations due to government restrictions. 3/23:

extensive and intricate rulesets, making updates costly or error-prone, 
 for example performing vendor security reviews. 03 Heavy reliance on unstructured data: Scenarios that involve interpreting natural language technical issues, system outages, or product troubleshooting." "Sales Assistant Agent" "You help enterprise clients browse the product catalog, recommend suitable solutions, and facilitate purchase transactions robust authentication and authorization protocols, strict access controls, and standard software security measures. 24 A practical guide to building agents Think of guardrails as a layered defense mechanism

渐司空见惯。 分析公司 O’Reilly 日前发布一份 《2023 Generative AI in the Enterprise》报告， 报告中指出， 。 图源：https://www.oreilly.com/radar/generative-ai-in-the-enterprise/ 21 / 32 AI 编程工具：插件、IDE、终端 目前最常见的 AI 编程工具大多以插件、IDE 和终端

factors, the email should be classified as **IMPORTANT**. The bug in the contact form is a serious security risk, and the sender’s credibility is unknown. The recipient should take immediate action to fix