neurocollective.
  • Enterprise
AI Adoption Engineering

Glossary

The definitive resource for AI adoption terminology. 83 terms to help you lead AI transformation with confidence.

K

5 results

AI Inaction

The failure mode where organizations never start AI initiatives due to uncertainty around risks, ROI, or execution. While some organizations stall after initial success, others are paralyzed by indecision and miss competitive opportunities.

Read more

Governance as Substitute for Action

When organizations spend more time talking about AI governance than actually building AI solutions. Excessive focus on policy without progress indicates a leadership gap that prevents AI momentum.

Read more

Pilot Purgatory

The state where AI pilots succeed but momentum fades before scaling to production value. Organizations get stuck with impressive demos that never translate into operational impact, often a consequence of Toy AI initiatives.

Read more

Siloed AI

AI development that occurs in isolation without input from business or operations teams. Results in technically functional models that fail to impact business outcomes because they weren't designed with real-world workflows in mind.

Read more

Toy AI

Flashy, experimental AI initiatives that look exciting in demos but fail to deliver meaningful business results. These projects showcase cutting-edge capabilities without alignment to strategic goals, consuming valuable resources while contributing little to organizational success.

Read more

Stay sharp on AI adoption.

Research insights and frameworks, delivered monthly.

No spam. Unsubscribe anytime.

Company

  • About
  • Our Team
  • Contact

Products

  • Certifications
  • L1 Practitioner
  • PACE Quiz
  • Enterprise

Resources

  • AI Week 2026
  • The Book
  • Bold AI Methodology
  • Glossary
  • Resources
neurocollective.

Ready to close the gap? Start with the free PACE assessment

© neurocollective 2026TermsPrivacyCookie PolicyFulfillment
I am a...
Browse A-Z