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AI Product Launch Checklist for AI Products
A thorough pre-launch checklist for AI-powered products covering safety reviews, red-teaming, monitoring setup, rollback plans, and compliance checks.
Updated 2026-02-09
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Frequently Asked Questions
How long does a thorough AI launch review take?+
Plan for four weeks minimum. The safety review and red-teaming alone typically take 1-2 weeks when you account for finding and fixing issues. Compliance review depends on your legal team's availability but usually takes at least a week. Rushing this process creates risk.
Can I skip red-teaming for a low-risk AI feature?+
No. Even seemingly low-risk features can be abused in unexpected ways. The scope of red-teaming can be smaller for lower-risk features, but you should always conduct some adversarial testing. A half-day session with 2-3 people is the minimum.
What if my AI provider already handles safety?+
Your provider handles safety for their platform, not for your specific use case. Their content filters may not cover your product's specific requirements. Their acceptable use policy may not match yours. You are responsible for the AI behavior in your product regardless of who provides the model.
How do I prioritize which checklist items to focus on?+
Start with items that protect users from harm (safety review, content policies, crisis response). Then focus on items that protect your business (rollback capability, monitoring, incident response). Finally, address items that optimize quality (bias audits, quality monitoring, compliance). ---
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