Case Studies

Compare four OpenAI integration surfaces by who invokes them, data access, approvals and operational ownership. Plan and availability vary; confirm current product documentation.

Compare ChatGPT Space Pages with shared Projects, including collaborators, inherited access, linked files, proposed edits and a bounded pilot.

Learn how publishing, task state, environment variables, network secrets, Personal vault values and workspace permissions differ in Codex Cloud.

What OpenAI’s Frontier Training Safety-Case Proposal Is—and Is Not OpenAI’s September 28 proposal on safety cases for frontier AI training should be read as an aspirational governance architecture for high-stakes frontier reinforcement-learning training, not as a universal standard, binding law, completed implementation, or proof that any particular model or training…

Why API key governance is now an administrator-level control, not just a developer habit OpenAI’s production best-practices guidance now gives administrators a clearer policy surface for governing how new API keys are created and how long newly created keys may live. The documented controls matter because unmanaged API keys are…

What Offline Web Search Means in a ChatGPT Workspace Offline web search is a ChatGPT workspace configuration for eligible organizations that uses OpenAI-indexed and cached web content rather than sending a live external search request at the time a user asks a question. OpenAI’s help documentation describes it as an…

What changed on September 25: Security History gives ChatGPT users a review surface for account activity OpenAI’s September 25, 2026 ChatGPT release notes introduced Security History, a web-based account-security view that can show recent security-relevant activity for a user’s account. According to OpenAI, users can reach it on the web…

What the ChatGPT Privacy Center is—and what it is not OpenAI says the ChatGPT Privacy Center is rolling out as a signed-in product area for Free, Go, Plus, Pro, and Business users on web, iOS, and Android. The rollout does not include Enterprise, Edu, or Healthcare, and the practical experience…

What a Safety-Case Evidence Room Is Supposed to Accomplish A safety-case evidence room is a governed collection of claims, records, methods, evaluation artifacts, safeguard documentation, incident evidence, remediation history, access controls, and publication materials prepared so an independent assessor can test whether a developer’s or deployer’s safety argument is supported…

Model choice is now a task, risk, and evidence decision Choosing GPT-6 Luna, GPT-6 Sol, or GPT-6 Astra for ChatGPT Work, Codex, or an API-backed workflow should not start with the model name. It should start with the task, the cost of being wrong, the evidence you have for that…