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Applied AI·August 17, 2026·1 min read

Beyond ‘Pilot Purgatory’: What does it take to build AI that works?

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The gap between flashy pilots and production AI is usually not the model — it’s data plumbing, workflow design, and verification. If your AI roadmap is still a stack of proofs-of-concept, the work this quarter is productizing one use case end-to-end, not launching another experiment.