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The Organizational Immune System: Why Companies Kill AI Features That Actually Work

· 10 min read
Tian Pan
Software Engineer

Your AI feature works. It passes every benchmark you built. It handles edge cases your team spent weeks stress-testing. Users in the pilot loved it. Your model isn't hallucinating. Latency is under 300ms. The eval suite is green.

Then six months go by and it still isn't in production. Legal wants three more reviews. A senior VP is concerned about "scope." The team that owns the adjacent workflow says they weren't consulted. Finance says the ROI model needs rework. You're told to "socialize it more broadly."

This is the organizational immune system at work — and it kills more AI projects than bad models ever will.