Gaurav Kumar

AI in product management sounds great on paper. But what actually happens when teams adopt it? The gap between vendor promises and on-the-ground reality is where most PMs live—and it's where the real story is. Here's what teams are actually seeing when they put AI agents to work on product workflows. Faster Spec Writing Without Sacrificing Quality One of the first places AI delivers measurable ROI is documentation. PMs consistently report that writing PRDs, user stories, and technical specs...

Every founder I speak to right now is thinking about AI agents. Most of them are asking the wrong question. They want to know: "Should we build one?" The better question is: "Which specific workflow is eating the most time this week — and is it repetitive enough that a machine could do it reliably?" Because AI agents aren't magic. They're not a general-purpose brain you plug into your company and walk away from. They're decision-making systems built on top of your existing data and tools. And...

Intro – Why Lead Scoring Matters More Than Ever If you’re running LinkedIn outreach for a sub‑200 team, every connection feels like a gamble. You’ve built workflow automation, but if you’re still treating every reply the same, you’re leaving revenue on the table. By 2026, AI‑powered lead scoring will move from “nice‑to‑have” to “must‑have” for SMBs that want to scale without inflating headcount. What Is AI‑Powered Lead Scoring? Traditional lead scoring uses rule‑based points (job title = 5,...