I'm an SDM in US Big Tech. My day job is shipping AI features that real users touch — which means I've seen the gap between "AI demo on Twitter" and "AI that survives production" up close. Most AI advice in India right now is from people who've never deployed anything past a prototype. I have and company made millions from it. In total my products have contributed to $200M dollars in earnings and 10+M dollars in productivity. I have worked closely with Claude Founders to improve their ptoduct. I'll tell you which of your AI ideas are worth building, which ones are quietly going to burn ₹10L of engineering time, and how to tell the difference before you commit. Best fit if you're: • A founder evaluating whether to build vs buy vs skip an AI feature • A PM trying to design an AI roadmap that engineering won't push back on • An operator who wants AI to cut cost in a specific workflow, not "transform the business" Book the 15-min call if you have a single decision to make. Book the audit if you want a real roadmap.