An Oracle executive walked onto a stage this week and told a room full of enterprise leaders something most AI vendors will not say aloud: ROI does not come from buying more tools. It comes from redesigning how work gets done.

Saumitra Kalikar hosts Amit Mudgal, Founder and CEO of Clear Ways AI, in this 54-minute episode of Enterprise Tech Talk. The thesis is worth the full runtime: most organisations are deploying AI as a technology procurement exercise rather than an operating model transformation. The 95% stuck in the pilot graveyard share one thing in common — they layered AI on top of broken processes instead of rethinking the workflow from scratch.

Mudgal makes a distinction that every CFO should hear: Year 1 is net negative. Real returns appear in Year 2, and transformative savings in Year 4. Fewer than 100 companies globally have captured the majority of enterprise AI value. The edge goes to those building skill libraries, agent orchestration layers, and a genuine ''Company Brain'' — not to those with the most SaaS subscriptions.

Your move: are you building capability, or just adding to your stack?

— Priya Sharma




Full video link
https://youtu.be/1HneKHJmvQI
An Oracle executive walked onto a stage this week and told a room full of enterprise leaders something most AI vendors will not say aloud: ROI does not come from buying more tools. It comes from redesigning how work gets done. Saumitra Kalikar hosts Amit Mudgal, Founder and CEO of Clear Ways AI, in this 54-minute episode of Enterprise Tech Talk. The thesis is worth the full runtime: most organisations are deploying AI as a technology procurement exercise rather than an operating model transformation. The 95% stuck in the pilot graveyard share one thing in common — they layered AI on top of broken processes instead of rethinking the workflow from scratch. Mudgal makes a distinction that every CFO should hear: Year 1 is net negative. Real returns appear in Year 2, and transformative savings in Year 4. Fewer than 100 companies globally have captured the majority of enterprise AI value. The edge goes to those building skill libraries, agent orchestration layers, and a genuine ''Company Brain'' — not to those with the most SaaS subscriptions. Your move: are you building capability, or just adding to your stack? — Priya Sharma Full video link https://youtu.be/1HneKHJmvQI
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