Practical thinking on revenue operations, enablement, and AI-assisted GTM — from people who operate these systems, not just write about them.

Most "AI in sales" pilots fail for the same reason: they automate a workflow nobody trusted in the first place. A field guide to sequencing AI adoption so it compounds instead of amplifying the mess.

Most forecast misses trace back to the same handful of quiet warning signs. Here's what to check before the number ever hits the board deck.

MQL and SQL definitions rot the moment sales stops believing them. A practical rebuild that got both teams back on the same page.

Scripts don't survive contact with a real buyer. Here's the rubric we use to coach discovery calls without turning sellers into robots.

Cross-functional GTM friction rarely shows up as one big failure. It shows up as a hundred small disagreements about what the numbers mean.

You can't dedupe your way to a healthy CRM. The fix starts with what you ask sellers to type — and how much of that AI can infer instead.
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