Steps for testing an AI agent before production launch
Verify AI agent performance and adherence to policy before deploying to users.
before
Testing AI agents deployed via OpenAI Presence.
Before launching an AI agent in production with OpenAI Presence, test it using simulations. These tests should cover common requests, edge cases, and high-risk scenarios to ensure the agent achieves the right outcomes, follows policy, uses tools correctly, and escalates appropriately. Guardrails should also be tested.
Pre-launch testing with simulations and graders helps identify and correct potential issues, ensuring the agent meets performance benchmarks and policy requirements before impacting real users.
- Introducing OpenAI Presence ↗OpenAI · OpenAI News · Jul 22, 2026 · paraphrased
First seen on Subvolts Jul 22, 2026. Updated Sep 11, 2026. Spotted a problem? Tell us.
- Introducing OpenAI PresenceOpenAI · OpenAI News · Jul 22, 2026
The Playbook: reusable how-tos, prompts, configs and tips pulled out of the news.
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Questions people ask
- Which AI tools does this work with?
- The sources used it with .
- Where did this come from?
- OpenAI (OpenAI News). Subvolts collected, normalized and credited it; the link above opens the original.

