THE YOTTABIT SCALE INDEX / AI economics and capability
88%

Nearly nine in ten surveyed organizations use some AI.

In a 2025 survey, 88% of participating organizations reported using AI in at least one function.

2025 survey · Stanford AI Index 2026

THE YOTTABIT PERSPECTIVE

What does it mean to me?

Big change is fascinating. Its implications are what matter.

My life & career

AI fluency increasingly matters for learning and work, but using a tool is not the same as realizing a benefit.

My business

The question is shifting from whether teams use AI to whether particular workflows deliver measurable value.

My industry

Professional services, education, manufacturing and healthcare will have different adoption and assurance needs.

FROM JIM CARROLL’S WORK

Jim’s work emphasizes that having a tool is not the competitive advantage; integrating it thoughtfully can be.

Meet the futurist behind YottaBit ↗
WHAT COULD I DO MONDAY MORNING?

Choose one existing AI use. What measurable result has it improved, and how reliably?

THE EVIDENCE BEHIND THE STORY + METHODOLOGY & SOURCES

What the number really measures

Organizational AI adoption, expressed as % respondents.

The research foundation records: 88% reporting any organizational AI usage, 2025.

Where the claim has limits

Survey reporting; not percentage of workflows automated

Comparisons and historical rates must be independently checked against definitions and original measurements before an audited chart is published.

YOTTABIT V4.1.1 · 20261009-GRADE12-FIX1