OpenAI’s Agents API Is Durable. Is Your Workflow Recoverable?
Build recoverable OpenAI agent workflows with safe retries, verified outcomes and human fallback. A practical guide for business owners, operations leads and agencies.
OpenAI API
Is Prompt Caching Actually Lowering Your AI API Bill?
Find out whether prompt caching cuts your AI API cost per usable result. Compare cache writes, reads, retries and review time, then check the provider's bill.
From Supplier PDFs to Product Data: Where AI Needs a Second Check
Use AI to extract supplier product data without losing control of your catalogue. Check file coverage, SKU matches, pack prices and import behaviour before publishing.
OpenAI Machine Identity: Which Jobs Should Lose API Keys?
Decide which OpenAI jobs should replace API keys, compare OIDC and X.509 federation, and plan a migration with clear ownership, renewal, and recovery.
Zero Data Retention Is a Workflow Audit, Not a Checkbox
Zero Data Retention covers the provider, not every copy in your stack. See how to audit endpoints, logs, storage, deletion and project-level controls.
Does Your AI Chatbot Clearly Identify Itself?
The EU’s transparency requirements for AI chatbots now apply. Here is how to make your bot’s identity clear, limit its system access and provide a genuine route to a member of staff.
OpenAI’s Assistants API Is Gone: What to Fix First
OpenAI’s Assistants API has shut down. Prioritise service recovery, recover useful conversation history, and migrate tools and streaming to the Responses API.
EU OpenAI Residency Is a Migration Project, Not a Dashboard Toggle
An EU-resident OpenAI API setup needs a new project, regional routing, dependency and state migration, compatibility testing, and clear governance evidence.
A Voice Agent Is Only Ready When the Human Handoff Works
A practical release guide for voice agents: define escalation triggers, preserve context, limit tool access and measure whether human handoffs resolve calls.
AI automations need a spend dashboard before the first runaway bill
Track AI automation costs by workflow, spot retry loops, and set spending limits. A practical dashboard guide for business owners, operations leads, and agencies.
Written recommendations from Trafik og Veje, Aarhus Municipality (2011) and AgroTech (2010).
