Sandbox prompts before production

Start with fixed test personas

Teams using Sandbox AI tools should treat this as a working practice, not a compliance standard. Document decisions, assign owners, and revisit after each model or data pipeline change.

Version prompts in git

Teams using Sandbox AI tools should treat this as a working practice, not a compliance standard. Document decisions, assign owners, and revisit after each model or data pipeline change.

Run policy guard on edge cases

Teams using Sandbox AI tools should treat this as a working practice, not a compliance standard. Document decisions, assign owners, and revisit after each model or data pipeline change.

Compare outputs with diff tool before promote

Teams using Sandbox AI tools should treat this as a working practice, not a compliance standard. Document decisions, assign owners, and revisit after each model or data pipeline change.