Abu Dhabi-based startup accelerator startAD has introduced the UAE’s first AI Adoption Barometer, a new benchmarking tool designed to help healthcare and social impact organisations move from experimenting with artificial intelligence to actually deploying it. The Barometer was developed under startAD’s AI for Good initiative, which runs with backing from Google.org, and is anchored at NYU Abu Dhabi through the Tamkeen-powered accelerator.
What the data shows
The Barometer draws on responses from 52 UAE-based organisations and offers what startAD describes as the first practitioner-informed snapshot of how healthcare and social impact groups are actually using AI, rather than simply discussing it. The findings suggest healthcare organisations are ahead of the curve: the vast majority have already identified specific AI use cases, and more than half are actively piloting or deploying solutions.
That progress comes with a catch. Close to half of the organisations surveyed reported having no dedicated AI budget, a gap that highlights how enthusiasm for AI has outpaced the funding structures needed to sustain it. The social impact sector lags further behind, with many institutions still working out basic use cases and the internal capacity required to adopt AI responsibly.
Two playbooks to close the gap
To help organisations bridge that readiness gap, startAD has released two implementation playbooks alongside the Barometer. The AI Use Case Discovery Playbook is built to help teams turn a rough idea into a testable AI use case without requiring technical expertise. The second, the Evaluate and Pilot AI Solutions Playbook, walks teams through assessing and selecting the right solution, then running a responsible pilot within existing operations.
Both playbooks, along with the Barometer itself, are now hosted on a new AI Resource Hub, which startAD is positioning as a standing reference organisations can return to as they scale AI adoption rather than treating it as a one-off project.
Why it matters
The timing lines up with a broader UAE government push on healthcare AI. The Ministry of Health and Prevention has its own dedicated AI office working on tools ranging from predictive dashboards to fraud detection systems, part of a wider drive to cut bureaucracy and modernise public health services. StartAD’s Barometer effectively provides a private-sector and NGO-facing counterpart to that push, aimed at organisations that may not have the resources of a government ministry but are still expected to adopt AI responsibly.
For healthcare and social impact organisations in the UAE, the message from the data is fairly direct: the appetite for AI is there, and in healthcare specifically, adoption is already well underway. What is missing for many organisations is not motivation but structure, meaning budget, governance frameworks, and a clear path from pilot to scale. Whether tools like the Barometer and its accompanying playbooks can close that gap will likely depend on how many organisations actually put them to use, rather than simply downloading them as reference material.
