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Rahul Agarwal

Founder | Agentic AI... • 1d

The flashiest AI rarely makes the most money. The biggest wins are usually boring. Leaders don’t need louder promises about AI delivering miracles across the enterprise. They need sharper thinking. AI isn’t a single tool. It’s a spectrum of methods. Yet many companies chase the summit first. They launch pilots with generative systems before mastering simpler, proven foundations already available. That’s where value leaks. Straightforward rules-based systems often solve problems cleanly with transparency and control built in. Predictive models quietly drive measurable returns across pricing, churn, forecasting, and risk. Deep learning adds capability. But increases cost and complexity. Generative systems unlock speed and creativity when guardrails and review processes are defined. Autonomous agents go further. And raise the stakes. Every layer adds power. Every layer adds exposure. Start simple. Prove impact. Increase sophistication only when the incremental upside clearly outweighs operational risk. Keep human judgment visible. When teams skip the middle layers, outcomes become fragile and difficult to scale. The smartest strategies aren’t the loudest. They’re disciplined. Which layer is your organization underestimating right now?

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