We built a CRM audit engine. Here's what 5,000+ deals taught us about data quality.
We connected our AI to real CRM systems and analyzed over 5,000 deals across different industries. Some things we expected. Most we didn't.
The pattern nobody talks about:
Lead source is filled in for 30-50% of deals. Not because sales teams are lazy...