The AI Alignment Paradox

Why 95% of generative AI projects fail to deliver ROI (MIT Study, 2025)

Failure Rate
95%
Projects lacking measurable ROI
Root Cause
Alignment
Not algorithmic limits

Root Causes of AI Pilot Failure

Strategic Disconnect & Ambiguity: The data proves that businesses fail because they launch AI into chaotic, misaligned data ecosystems—not because the technology is flawed.

The Zero-Cost Fix: Auditing and aligning your data (removing conflicting 'drafts' and standardizing KPIs) resolves the primary cause of failure before spending anything on AI infrastructure.