What the AI Couldn't See
The AI identified three roles operating below capacity. We reallocated them. Five months later, the operation began to stall. And the data couldn't explain why.
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AI in practice
Ideas, guides and behind-the-scenes on how companies are using artificial intelligence across sales, marketing, support and management — without the hype.
Process Automation
Mistakes Were the Team's Curriculum
AI brought operational errors to zero. The dashboard turned green. The team grew fragile.
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June 2026 1
May 2026 13
Human-in-the-loop and the lost calibration
We designed the human review protocol for the cases AI can't handle. What we didn't account for is that those would be exactly the cases the team had lost the ability to handle.
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Perfect Scoring, Different Market
18 months of solid scoring. High confidence. Conversion dropped 34% in one quarter.
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The Blackout Test as Governance
I proposed shutting down the agent for 24 hours. The company froze before the test even began.
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Governance Theater in the AI Workflow
Human approval in the AI workflow: the audit sees a responsible governance step. The approver sees two buttons and no context to use them with.
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The Dashboard Doesn't Measure What the Team Lost
AI got better at compensating for bad briefings. The team got worse at writing good ones. That trade-off doesn't show up on the dashboard.
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Epistemic Loss When Switching AI Vendors
Your AI vendor knows more about your operation than you do.
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A digital assembly line without quality control
You built the digital assembly line. You forgot to install quality control.
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Hallucinations Become Internal Standards
The company had an AI-generated knowledge base. No one knew which part was institutional truth and which part the model had made up.
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Compounding Errors in the Multi-Agent Pipeline
Every agent was within threshold. The final output destroyed the entire analysis.
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Prompts expire. Businesses change
Your business today isn't the same as it was 14 months ago. Your prompts, on the other hand, are.
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The line between autonomy and escalation
Your agent made a decision it wasn't supposed to make, and you never found out.
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