Real numbers from real builds — no hype.
4 projects where automation paid off (client onboarding, lead qualification, ops reporting, ticket triage) and 1 where dirty data killed a perfectly good workflow. The lesson at the end applies to almost every AI project right now.
Save this if you’ve ever been burned by a “simple” automation.
#Automation #Operations #WorkflowDesign #ProcessImprovement #DataQuality
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