The tool works. The launch was celebrated. Three months later, nobody’s using it.
Adoption isn’t about technology. It’s about behavior change. And behavior change requires trust, not training.
Key Concepts
- Adoption Stall — The valley of death after launch
- Shadow AI — When employees bypass your tool
- Scope Creep — How ambition kills usage
Practitioner Patterns
- Human-in-the-Loop — Keep humans in the process for the first 60 days; trust is earned through visibility, not launch announcements
- Prompt Engineering — Teaching teams to write effective prompts is the highest-leverage training investment
Trust and Measurement
- Silent Failure — When trust collapses because the tool fails quietly; users stop reporting and start ignoring
- Hallucination Failure — One confident wrong answer can kill adoption faster than a month of correct ones
- Operations & Maintenance — The ongoing work that prevents stall
Common Failure Modes
- Adoption Stall — The valley of death after launch
- Shadow AI — When employees bypass your tool for unsanctioned alternatives
- Scope Creep — How ambition kills usage before it starts
Adoption isn’t about technology. It’s about behavior change. Behavior change requires trust — and trust requires visible, predictable, correct behavior from the AI you’re asking people to rely on.