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The Prompt Chaos Problem: Why AI Fails in Companies Even When Everyone Uses ChatGPT

If you ask 10 people in the same company to prompt AI, you'll get 10 different results. Not because AI is random. Because your company has no standards. This is the hidden problem behind most "AI doesn't work for us" complaints: prompt chaos.

Marius Silo2 min readLinkedIn ↗
Cover image for the article "The Prompt Chaos Problem: Why AI Fails in Companies Even When Everyone Uses ChatGPT"
#Prompt chaos#AI strategy#Prompt engineering#AI standards#AI governance#ChatGPT at work

A few more questions

Why does AI "not work" in most companies even when everyone uses ChatGPT?

Because there are no shared standards. Everyone phrases prompts their own way, uses different context, and gets different quality - so AI stays a personal productivity toy instead of becoming a company capability.

What should a company prompt template contain?

One company-wide template with minimum fields: role, objective, constraints, required output format, examples, and what to do when uncertain. That turns prompting into a process, not improvisation.

Why version prompts?

If you change prompts without tracking versions, you can't debug them and you can't improve them. Version prompts the same way you version any other process.

What would you like to build?

An app, a website or a new service? Tell us your idea and let’s work out where to start.

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