OpenAI

OpenAI retires Agent Builder on November 30, 2026. Here is what teams need to preserve, how to choose a migration path, and how to cut over safely.

Before connecting AI agents to CRM or support workflows, define system ownership, permissions, approvals, prompt-injection tests, and audit trails.

OpenAI File Search makes retrieval easy to demo, but production depends on cleaner documents, metadata, vector-store structure, expiry rules, and cost control.

A practical rollout guide for website AI chat and lead-capture bots: prompt-injection controls, tool permissions, validation, logging, and human handoff.

With ChatGPT apps and full MCP access rolling into workspace plans, the issue shifts from connectivity to governance: permissions, write actions, OAuth, review, and rollout.