workflow automation

GPT-5.6 makes cache writes billable. See how to spot wasted writes, stabilise prompt prefixes, place breakpoints and measure whether caching pays.

Before an AI agent can take on real work, its workflow needs clear scope, permissions, handoffs, evaluation cases, and production monitoring.

A practical guide to voice agents that recognise failure, pass useful context to staff, protect customer data, and improve resolution after launch.

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.

Browser-using AI agents can save time, but they need clear rules before they enter CRMs, CMSs, portals, or admin tools and start taking action.

AI automations can burn budget through retries, background agents, and repeated context. Add spend visibility before useful work becomes surprise cost.

Before exposing an internal API through MCP, audit tool contracts, permissions, approvals and failure paths so agents can act safely and predictably.

Full MCP lets ChatGPT apps change live systems. Use this practical governance plan for permissions, tool design, OAuth, pilots, approvals, and rollback.

OpenAI's Responses API guidance, tools, pricing, and Assistants sunset date make older internal AI helpers a migration issue with state, retrieval, and cost decisions.