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Apr 5, 20251 min read

Automation Audits That Unlock Ops Time

A practical framework for spotting high-leverage workflows and shipping automations that survive real-world change.

Automation Audits That Unlock Ops Time

Most teams have a dozen manual workflows quietly eating hours every week. An automation audit finds the ones worth automating — high-frequency, rule-based, low-exception — and deliberately skips the ones that only look automatable. Here's the framework I use to map operations, score each workflow by leverage and fragility, and ship n8n + LLM pipelines that survive real-world edge cases instead of breaking the first week in production.

AI Automationn8nOperations