CRM Automation with AI: How to Clean Pipeline Data Without Creating Chaos

Messy CRM data quietly kills forecasting, outbound, and customer experience. AI can help — but only if you treat CRM updates as high-trust write operations, not free-form chat. Here’s a practical play