By Sankalpa Sarkar, Senior Product Leader (12+ yrs, $500M+ AI impact at Walmart). Coached 10,000+ PMs across Fintech, Banking, Commerce & Enterprise AI.
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The complete journey from spotting the right AI opportunity to proving business impact, using the same 7-step workflow used to ship AI products at Walmart. Each module below has its own free preview. Module 1 unlocks 3 full sections, Modules 2-7 each unlock 1 full section, enough to see exactly what the paid depth looks like before you buy.
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Before you touch a prompt or a model, score the problem on three axes: how much it hurts, how often it hits, and whether AI can actually close the gap. If you can't score all three high, you have a science project, not an AI opportunity.
Every AI idea rests on assumptions about the user, the data, the model, and the business. Most PMs only test the top one and skip the ones underneath that actually kill projects. Climb down before you climb up the roadmap.