Vibe prompting means outcomes depend on who asks, which tool they open, and informal know-how—not on documented workflows.
Signs to watch for
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No shared prompt library or version control. Good prompts live in private chats; changes are not traceable.
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Success stories do not reproduce across teams. One region’s wins do not transfer with the same inputs elsewhere.
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Compliance learns about AI from incidents, not design reviews. Handbooks are silent while shadow use grows.
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Every department bought a different copilot. Integration debt and duplicate data paths have no owner.
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“Just ask ChatGPT” is the strategy. No defined outputs, owners, or quality bar for customer-facing work.
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No evaluation set for high-risk outputs. Model or prompt changes ship without regression tests.
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Context lives in people's heads, not systems. Policy and nuance sit in threads, not retrievable stores.
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Agents run without audit trails. You cannot reconstruct who approved customer-facing output.
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Executives see demos, operators see chaos. Pilots look fine; frontline staff rework output nightly.
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More tools arrive before more structure. Tool count rises; outcome variance rises with it.
30-day remediation
| Week | Action |
|---|---|
| 1 | Pick one workflow; write outcome and acceptable error rate |
| 2 | Document context sources and human review gates |
| 3 | Run 20 real cases; classify failures (policy, fact, format) |
| 4 | Report pass rate and scope decision to leadership |