CRM Data Accuracy: Where It Breaks and How to Hold It
Accuracy erodes at the points where records are created. Fix the intake, then fix the history.
5 min read · Updated 2026-01-15
Control creation
Most duplicates are created by manual entry and unmatched form fills. Standardising creation prevents the next cleanse.
Enrich at intake
Appending firmographics at the point of creation is cheaper than reconstructing them a year later.
Key takeaways
- Accuracy breaks at record creation more often than over time.
- Free-text company and title fields are the usual entry point for error.
- Fix intake first, then work backwards through the history.
The three intake leaks
Manual creation without a duplicate check, web form submissions with unconstrained company fields, and bulk imports that bypass validation entirely. Between them they account for most of the mess in a typical B2B CRM.
Each is fixable with a small amount of configuration, and each is far cheaper to fix than to remediate.
Working backwards through the history
Once intake is controlled, remediate in order of commercial value: active pipeline first, accounts touched in the last year second, dormant history last.
This sequencing means the sales team sees improvement in the records they use within days, rather than waiting for a full-database project to conclude.
Practitioner note: if the same account can be created twice through your web form today, the cleansing project has already started expiring.