Most AI initiatives do not fail on technology.
They fail on adoption.
Evidence-grounded adoption risk intelligence for product teams: assess your initiative across seven risk dimensions, and get advisory answers that cite their sources.
Access is by invitation.
The problem
MIT reported that around 95 per cent of GenAI pilots deliver no measurable P&L impact. Gartner predicted 30 per cent of GenAI projects abandoned after proof of concept, for organisational reasons. And when Prosci asked 1,107 professionals where AI implementations hurt, 38 per cent of difficulties were about people and proficiency; only 16 per cent were technical. The technology moves faster than any practitioner can read. The Radar exists to close that gap.
How it works
Assess
A structured self-assessment calibrated to what you are adopting: classic IT, a digital product with AI features, or a model whose output is the deliverable. Seven risk dimensions, a radar profile, and an executive summary for your sponsor.
Ask
An advisory chat grounded in a curated corpus of 49 sources: academic research, consultancy data, change management practice and practitioner voices. Every recommendation cites its sources; when the corpus does not cover a question, the Radar says so.
Act
Answers are tailored to the role you hold, and every substantive answer ends with concrete next actions, not generic advice. Decision support, not decisions.
Who it serves
Built for the roles that carry adoption in a product team: Product Manager / Product Owner, UX Lead, Tech Lead, Change & Adoption Lead and Business Process Lead. Sponsors are served with structured risk reports that travel upward.
Access
The Adoption Risk Radar is a private research prototype by Changedby.AI, currently in peer validation. Access is by invitation. If you would like to test it with your own anonymised adoption challenges, write to Lene Saarup Mortensen at lene@changedby.ai or connect on LinkedIn.