AI on dirty data is faster wrong answers
Dev.to AI
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AI Research
AI Business
A founder told me yesterday: "We're rolling out AI for cost optimization. Will save us 30%." I asked: "What's your tag compliance rate?" "I don't know. Maybe 40%?" That's not an AI cost-optimization deployment. That's a ₹40L automated mistake machine. Every "AI will transform X" pitch in the B2B space right now has the same gap: it assumes your underlying data is clean. Structured. Complete. Truthful. In cloud cost, that means: → Every resource has consistent ownership