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Automation Degradation
CRM automation stacks do not collapse, they calcify. Workflows accumulate the way meeting invites do, each one added for a reason, none of them ever removed. A re-engagement trigger from a campaign no one runs. A task assignment firing to a user who left eight months ago. A cloned sequence carrying a stale exclusion list that nobody noticed. The problem is not automation. The problem is permanence. Workflows are treated as infrastructure when they should be treated as interve
Adrian Juergens
Nov 1, 20252 min read


Automation Is Not Free
Automation is the default setting in most CRM and marketing operations environments. If something can be automated, it is. The assumption, rarely examined, is that automation equals efficiency, and efficiency equals good. The maintenance cost alone gives that assumption pause. Triggers drift, integrations fail silently, fields freeze in states that nobody notices until something breaks badly. The workflow built to banish effort becomes the thing demanding the most of it, a sl
Adrian Juergens
Aug 1, 20253 min read
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