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OpenAI

By Greg Nowak, 9 June, 2026

OpenAI File Search Turns Messy Internal Docs Into a Real Retrieval-Governance Project

OpenAI makes file-based retrieval easy to stand up. The real production work is governance: cleaning documents, structuring vector stores, designing metadata, tuning chunking, setting expiry rules, and keeping storage costs under control.

Tags

  • AI automation
  • RAG
  • OpenAI
  • data governance
By Greg Nowak, 5 June, 2026

Website AI chat and lead-capture bots need prompt-injection controls before rollout

A website AI assistant tied to lead capture or support is part of your operating workflow, not a front-end experiment. Current OpenAI and OWASP guidance makes prompt-injection controls, least-privilege tooling, structured handoffs, and user-level safety tracking part of a credible launch plan.

Tags

  • AI ops
  • lead capture
  • security
  • OpenAI
By Greg Nowak, 1 June, 2026

ChatGPT Apps and Full MCP Access Put Governance Front and Center

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.

Tags

  • AI operations
  • MCP
  • OpenAI
  • workflow automation
OpenAI

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