PoCs Fail And Never 2026 | Vatsal Shah

Vatsal Shah

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Why 90% of AI PoCs Fail (And Never Reach Production)

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Published April 7, 2026

Slides 14

Complexity Executive

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What is Why 90% of AI PoCs Fail (And Never Reach Production)?

PoCs Fail And Never 2026 — Visual guide and LinkedIn carousel: Why 90% of AI PoCs Fail (And Never Reach Production) Expert analysis and implementation g.

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The guide has 14 slides that walk through the idea in order. Use the arrows or swipe to move between slides, and each slide can be read on its own.

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Written by Vatsal Shah, an AI Leader and Solution Architect based in Ahmedabad, India.

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You may link to the guide and share a slide with attribution to Vatsal Shah and shahvatsal.com. For a workshop or campus session on the topic, use https://shahvatsal.com/contact and choose the session focus.

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