startAD, the Abu Dhabi-based startup accelerator powered by Tamkeen and anchored at NYU Abu Dhabi, has launched an AI Adoption Barometer with support from Google.org. Drawing on insights from 52 UAE-based organisations, the barometer offers the first practitioner-informed view of AI adoption across healthcare and social impact sectors, revealing a sharp divide between widespread enthusiasm and the operational readiness to deliver on it.
Healthcare AI adoption: momentum meets budget gaps
In healthcare, 81 percent of organisations surveyed have defined AI use cases, and 58 percent are already piloting or deploying solutions. Yet 42 percent report having no dedicated AI budget. That gap highlights how far strategic intent can outpace the financial and structural foundations needed for responsible scaling. Ashwin Joshi, Director of startAD, said, "AI for Good was created to help mission-driven organisations move from interest in AI to practical adoption. One of the clearest needs that emerged from our work was for practical, step-by-step implementable, accessible guidance - tools that meet organisations where they are and help them move forward responsibly and realistically."
Anthony Nakache, Managing Director of Google MENA, said, "While AI may seem complex, we are convinced that healthcare organisations can embrace it. This project challenges the assumption that meaningful AI requires massive financial resources or specialised technical proficiency." The barometer and the resources alongside it are part of Google's regional AI Opportunity Initiative, with a focus on improving healthcare accessibility for disadvantaged communities across the UAE.
Playbooks translate AI ambition into action
The AI for Good programme has also released two practical guides. The AI Use Case Discovery Playbook helps teams turn a vague idea into a testable AI use case with no technical background required. The Evaluate and Pilot AI Solutions Playbook walks organisations through assessing, selecting, and running a responsible pilot inside existing operations. Both are available through the new startAD AI Resource Hub, alongside the AI Adoption Barometer, which healthcare and social impact groups can download as a benchmarking tool.
To date, the programme has run 13 AI readiness workshops with five organisations, delivering a 43 percent overall increase in AI readiness. It has also mobilised close to 200 university students and solution builders across the UAE, Saudi Arabia, and the wider MENA region.
Why this matters for healthcare professionals
The barometer makes one reality clear: having use cases defined is not the same as having the internal systems and budget to deploy them responsibly. Healthcare leaders can use the barometer's findings to justify dedicated AI funding and to push for the cross-functional teams that turn pilots into scaled operations. For organisations looking to supplement in-house efforts, external resources such as AI for Healthcare training can help build the skills that responsible adoption demands, especially in settings where technical specialists are scarce.
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