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Where Clay-style workflows usually break
Research and enrichment are not the same as persuasion. A workflow may know a company raised funding, hired a VP, or launched a region, but it still needs to decide what that signal means for this buyer and this offer.
- Too much data reaches the writer without prioritization.
- Prompt logic is scattered across columns and hard to govern.
- Follow-up messages often repeat instead of developing the story.