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The disciplined 18-month roadmap for mid-sized Indian enterprises to break the AI PoC cycle

The corporate world is awash with AI ambition, but separating genuine, value-driven transformation from superficial rebranding remains a critical challenge for business leaders. For Sandeep Shah, a seasoned tech expert from Gujarat, artificial intelligence must be viewed through a lens of strict operational utility. He argues that AI value is not born in flashy board presentations; rather, it is forged only when intelligence is deeply integrated into daily business workflows and backed by absolute accountability.

Sandeep Shah shares a pragmatic playbook for mid-sized Indian enterprises navigating the delicate balance of scaling technology. From resolving the complex “build-vs-buy” dilemma to breaking out of perpetual proof-of-concept (PoC) stagnation, he delivers a grounded, 18-month strategy designed for CEOs, CIOs, and CTOs who want to move past the experimental phase and achieve predictable, production-grade business outcomes.

1. How can leaders distinguish genuine AI-led transformation from superficial rebranding of existing automation?

The difference is...

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OpenAI says it built an “offline world” from cached web content to train isolated frontier models to browse, search for information, and use web apps

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Modular phone promises total privacy at the flick of a switch

Most modular phones are all about the swappable hardware or their repairability. But Brax's upcoming model takes a slightly different approach: it's going for maximum privacy. The Brax Wink features a BlackBerry-style design with the front split between a 4-inch display and a full physical keyboard.

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This Dolby Atmos soundbar from JBL may not have up-firing speakers, but it still sounds more expansive than most models I’ve tested — here’s how I’d rate it after hours of testing

Despite skipping on up-firing drivers, the JBL Bar 800MK2 plates up spectacularly expansive sound with its virtual Dolby Atmos capabilities. Its thumping bass and clear dialogue are impressive too, as are its wide connectivity options and feature-rich companion app. It isn’t the flashiest of lookers, and the sub is

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Call of Duty Modern Warfare 4 Review: A Dolphin Dive in the Right Direction - CNET

The Call of Duty series needed a win this year. Last year’s Black Ops 7 was a clown car of bad decisions, featuring an always-online campaign mode with ridiculous zombie bosses and open-world Warzone. Worse still, the multiplayer mode (the only reason that many people buy the game) was

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OpenAI says it built an “offline world” from cached web content to train isolated frontier models to browse, search for information, and use web apps

Modular phone promises total privacy at the flick of a switch

This Dolby Atmos soundbar from JBL may not have up-firing speakers, but it still sounds more expansive than most models I’ve tested — here’s how I’d rate it after hours of testing

Call of Duty Modern Warfare 4 Review: A Dolphin Dive in the Right Direction - CNET