VecnAI and the DemAIgorgons

You don’t fix the Upside Down by Ignoring it.

Many failed AI initiatives aren’t really AI failures.

They’re the visible monsters created by ignored foundations:

• low data quality,
• unclear ownership,
• missing governance,
• lack of leadership buy-in,
• …

In Stranger Things, the Demogorgons keep coming back until the source, Vecna, is addressed. Failed AI initiatives (DemAIgorgons) behave exactly the same. They keep returning until you confront VecnAI: the hidden combination of neglected data, organization, and leadership foundations powering them.

In organizations, a Data & AI strategy should play that same role: not adding more technology, but confronting the root causes that keep breaking delivery.

Otherwise, the DemAIgorgons just return. This time with a new name, or a new tool, but with the same result.

Fighting symptoms doesn’t change the outcome.
Tackle the roots to increase your AI delivery capability.