What this guide contains
- The 2026 CRM data numbers: up to 91% inaccurate within a year
- The three failure modes: stale, incomplete, duplicate
- What bad CRM data costs ($12.9M/year, 44% lose >10% revenue)
- The four CRM data quality benchmarks
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How fast CRM data decays, the three failure modes, what it costs, and how to close the enrichment gap at the point of use.
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What you'll learn
- Why a CRM rots silently while looking fine
- How to fix decay, duplicates and gaps differently
- What the enrichment gap is and how to close it
- Why verified-at-use beats the annual cleanup
Who it's for
- RevOps and CRM admins
- Sales and marketing leaders who own the pipeline
- Founders setting up a clean CRM
- Anyone forecasting on CRM data