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What 11 Client Projects Taught Us About Shipping AI Products

AI Integration/Strategy·Jan 16, 2026·23 min read

What 12 Projects Taught Us About Shipping AI Products

Lessons from 12 CODERCOPS projects, four of them AI products: fallbacks, privacy and cost control matter more than model choice when you ship AI features.

AIProduct DevelopmentLessons Learned

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