Essay

Everyone is adding AI to their CRM. Almost nobody has the data model to support it. The story of a rollout that died in three weeks, why that failure was the system working exactly as designed, and why the boring work has quietly become the highest-ROI AI investment most companies can make.

Marketing ops owns campaigns. Sales ops owns pipeline. IT owns infrastructure. But the layer connecting all of it — the data model, the integrations, the source of truth — belongs to nobody in most mid-market companies. This is not a competence problem. It is an org-design problem, and it is getting more expensive every year.

Technical debt gets all the attention. But the quieter killer in revenue organizations is CRM data debt — and it follows the same four-stage spiral almost every time. Here is how it works, why every stage feels rational, and how to break it without a re-platform.