Artificial Organizations Research Program
Measuring AI Outcomes
AI adoption is everywhere.
Evidence of impact is not.
The 2026 Artificial Organizations AI Executive Survey is building a global benchmark to identify the leadership behaviors, operating models, decision-making practices, and organizational conditions associated with measurable AI outcomes.
~10 minutes to complete
Help build the benchmark, and know your baseline
Individual responses remain confidential
Take the survey
Which best describes your current level?
Choose your role and we'll direct you to a short survey tailored to you.
What to expect
Get your AI outcomes baseline
Take the 7–10 minute survey and see where you sit relative to the emerging benchmark and identify where you are today.
Get practical next steps
Receive customized guidance on where to focus your efforts to strengthen your AI outcomes.
Help build the benchmark
Add your experience to what we aim to make the world’s most trusted benchmark for how organizations are performing in the age of AI.
Why this research matters
AI adoption is growing.
Evidence of impact is harder to find.
Organizations are investing heavily in AI, but usage is not the same as impact.
The harder question is whether AI is actually improving decision-making, leadership
effectiveness, team collaboration, human capability, customer and employee
outcomes, and business performance.
The 2026 research is designed to identify the behaviors and organizational
conditions associated with stronger results. That’s the shift we’re interested in:
- AI Adoption → AI Outcomes
- Activity → Performance
- Tools → Better Decisions
In partnership with
Built with the support of organizations committed to advancing the evidence around AI and organizational performance.
Principal Research Partner
Founding Research Partner
Corporate Research Partner