Ali Sadat

I've worked with Product Marketing reporting into both Product and Marketing.

After seeing it play out a few times, I've landed firmly on: 𝗣𝗿𝗼𝗱𝘂𝗰𝘁 𝗠𝗮𝗿𝗸𝗲𝘁𝗶𝗻𝗴 𝗶𝘀 𝗺𝗼𝘀𝘁 𝗲𝗳𝗳𝗲𝗰𝘁𝗶𝘃𝗲 𝘄𝗵𝗲𝗻 𝗶𝘁 𝘀𝗶𝘁𝘀 𝗶𝗻 𝗣𝗿𝗼𝗱𝘂𝗰𝘁. Not because marketing isn't important. It's because the most valuable thing PMM does happens long before launch.

Time kills everything - true for opportunities, true for GTM context.

Standard CRMs treat data as permanent facts. If a field was accurate six months ago, the system assumes it's absolute truth today simply because nobody overwrote it. Humans instinctively apply a "freshness discount" to old notes, but an AI…

Why do most GTM tools force an AE, a BDR, and a CSM to look at the exact same account dashboard or profile? They aren't

Context requirements shift depending on who is asking. While outer-ring data like firmographics stays stable across an organization, the inner rings containing the live deal narrative are highly persona-sensitive. If your GTM platform doesn…

I've been thinking about GTM context for a while now. Everyone seems to agree it's the ultimate bottleneck for AI execut

AI agents (and reps) rarely fail because they lack intelligence. They fail because simply wiring a smart model to an incomplete data feed doesn't work. I wanted to move past treating context like a static database query. Instead, I look at…