06/19/2026
AI products fail in predictable ways.
After studying enterprise AI launches, we've mapped three failure patterns and the research signals that appear before each:
Pillar 1 — Functional Reliability: Users spending more time verifying output than completing the task. Direct predictor of abandonment.
Pillar 2 — Workflow Fit: Users reverting to manual processes after initial trial.
Pillar 3 — User Trust: After one high-impact failure, users disengage permanently.
Full breakdown with methodology:
The Three Pillars of AI Adoption Risk (And the Research Signals That Predict Failure) https://na2.hubs.ly/H06cgHf0
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