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AI & AutomationJun 12, 2026 · 8 min read
Automations that earn their keep: where AI actually saves hours
Not every workflow deserves an agent. We map the tasks where automation pays for itself in a week, not a year.
NA
Nafisa AhmedML Engineering
The fastest way to waste a quarter is to automate the wrong thing beautifully. Before we write a line of glue code, we look for tasks that are high-volume, rules-based and painfully repetitive.
The three-question test
- Does a human do this many times a day?
- Is the decision mostly the same each time?
- Would being 95% right be genuinely useful?
Three yeses and you have a candidate. Triage, tagging, routing and first-draft replies almost always qualify — and they compound the moment they go live.
Automate the boring middle. Keep humans on the judgment calls and the empathy.
