Zan Digital › Companies
IBM
Every piece of Zan Digital analysis that covers IBM — 6 pieces, each figure traced to a named source.
- 001Model Routing Savings: 31.7% Measured, Not 85%The largest independent routing benchmark measured 31.7% cost savings, not 85%. Here is the quality gap across five enterprise tasks, and where it hides.31.7%
- 002AI Agent Ownership: Three Org Models That WorkOnly 21% of enterprises have mature agentic AI governance. Three ownership models for AI agents in the org chart, and where each one really breaks down.21%
- 003AI Centre of Excellence: Accelerator or Bottleneck?76% of organisations now have a Chief AI Officer while 79% decentralise decisions. Here is when an AI centre of excellence accelerates, and when it blocks.76%
- 004AI Pilot Failure: The 88% Stat and Six Real ModesThe 88% agent pilot failure rate has no traceable source. Measured data says 46% of AI proofs of concept are scrapped. Six failure modes, and the fix.46%
- 005Negative ROI AI Deployments: The Two Errors That CompoundOnly 25% of AI initiatives hit expected ROI and 64% of CEOs invest before knowing the value. Here is the arithmetic that puts a deployment below zero.25%
- 006Shadow AI Breaches Doubled to 43% and Cost $5.39MShadow AI appeared in 43% of breached organisations in 2026, up from 20% a year earlier, at $5.39M average cost. How to find it, and what to fix first.43%