Sonali Gupta

From co-founding an edtech company to leading product at Fintechs like KreditBee and Aspire, Sonali brings a builder's instinct to every WIB engagement. IIM Bangalore MBA, Manipal CS engineering. She designs AI curriculum, builds multi-agent systems, and co-leads enterprise adoption programs. A builder at heart - who now builds with AI.

Your AI ROI is on the wrong clock. Here are the 4 stages that fix it.

Oct 31, 2026

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2 min read

Your AI ROI is on the wrong clock. Here are the 4 stages that fix it.

Real AI returns show up after 3 to 5 years, for companies that connect their systems, context and know-how one journey at a time. Here are the 4 stages and what to do now.

Priyadeep Sinha, +1