How enterprises are scaling AI

Source: OpenAI Date: 2026-05-11 URL: https://openai.com/business/guides-and-resources/how-enterprises-are-scaling-ai

Summary

OpenAI published a guide describing how enterprises at scale are moving beyond ChatGPT access to deploying custom agents integrated with internal systems, workflows, and data. The page was inaccessible at fetch time (HTTP 403), but the title and surrounding context — published the same week as the Murati congressional testimony and the DeployCo launch — position it as enterprise sales enablement content documenting the playbooks OpenAI’s deployment teams are using with large customers.

Implications

• Feeds the enterprise deployment as battleground thread: OpenAI publishing scaling patterns the same week as launching DeployCo is consistent go-to-market sequencing — capability evidence followed by deployment infrastructure announcement.
• Content published alongside Murati’s sworn testimony serves a dual purpose: counter-narrative (here is what enterprises are building with us) against governance concerns raised by the testimony.
• The guide’s existence implies OpenAI has enough scaled enterprise deployments to extract patterns from — itself a signal of adoption velocity.