Blog
Automation insights, workflow tutorials, and product updates
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Migrating From Zapier to AI: Why Complex Zaps Collapse to One Step
A zap with 12 keyword filters and 4 fallback branches becomes one AI step when the tool can actually exercise judgment. What collapses, what stays, and why.
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Your Automation Approvals Belong on Your Phone, Not a Dashboard
93% of mobile workers use their phone for work every day. A notification you swipe in two taps beats a dashboard you schedule time to open.
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Which Automations Need Human Approval? 5 That Do, 5 That Don't.
Two variables that decide the answer, five actions that always need approval, five that can run from day one, and the gray zone in between.
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The Automation Trust Ladder: Manual, Supervised, Autonomous
Klarna fired 700 support agents for AI, then hired them back. The miss wasn't capability. It was skipping the supervised rung.
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9 Seconds: An AI Coding Agent Deleted a Production Database
9 seconds. One unconfirmed API call. Three months of customer data gone. The PocketOS outage shows why AI agents need bounded execution.
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AI Agents vs AI Workflows: The Difference That Breaks
Agents reason and execute in one loop. Workflows pause for approval. Why the Replit incident was an architecture problem, and when to pick each.
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Agentic AI Promised to Run Your Business. Then the Bills Arrived.
By early 2026 we found the agentic AI hangover. Two symptoms that arrived together: unpredictable costs, and recurring incidents. Neither is a model problem.
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How 5 Small Workflows Burn 2,000 Tasks a Month
5 workflows with 3-5 steps each. A 2,000-task plan that felt generous. Where the count actually goes, and why per-task billing surprises you.
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'Set It and Forget It' Automations Fail Quietly. Here's How.
API breaking changes, OAuth expiry, missed webhooks, silent data drift. How the environment shifts under your workflows, and what actually holds up.
