Your AI automation worked on 20 accounts. Now what?

Your team built an AI workflow. On a small test set it classified every account correctly. Then you ran it across the entire CRM. Instead of saving hours, your team is now combing through thousands of records to catch mistakes before they reach sales.

Getting AI to complete a task is the easy part. Running it across thousands of records without creating a cleanup project takes a different design. We've seen one team's agent treat missing evidence as proof of a classification and push it into thousands of records. They had to unwind every change by hand.

On November 18, Maria Constantine, Head of GTM at Tapistro, walks through it live:

• Why AI shouldn't replace your database, and what it should do instead

• Why segmentation needs to come before personalization

• How to design for the moments when the model doesn't know the answer

• How routing records into separate paths keeps workflows reliable at scale

Can't make it live? Register anyway, and we'll send you the recording.

P.S. If you have a manual workflow you'd like to run with AI, bring it to the Q&A.