Research Study · 2026
Why do enterprise AI deployments succeed, stall, or fail?
A short, anonymous survey for people who have helped build, govern, sponsor, operate, or use an AI system at work.
100% anonymous
No name, email, company, or any direct identifier is requested or stored.
About 5 minutes
Mostly tap-to-select questions. You can step away and come back later.
No company name needed
Please don't include confidential information in free-text answers.
Academic use only
Results are analyzed in aggregate to support independent research.
From time to time we gather anonymous responses to keep this research current. Combined, aggregated findings may be used in follow-up materials such as blog posts, LinkedIn articles, conference talks, and academic papers. Individual responses are never published.
Know someone with hands-on AI deployment experience?
Share this survey — it stays anonymous for them too.
By continuing you confirm responses are based on your real experience.