Training dominated AI costs for 3 years. In 2026, inference flipped the script.
A radiology dept generates 10x the inference load of admin staff — but pays the same per-seat fee.
Model-agnostic routing isn't a feature. It's how healthcare AI becomes economically sustainable.
AI + Healthcare is transforming lives.
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🔴Short video:
Generative AI in healthcare.
Generative artificial intelligence is rapidly transforming the healthcare landscape, offering innovative solutions in areas such as medical imaging, drug discovery, and clinical decision support. This comprehensive review examines the current role of GAI in healthcare, its potential benefits, drawbacks, challenges, and future research directions.
#GenAI #AIinhealthcare #healthIT
https://t.co/uTbcLtOzgs
𝐀𝐫𝐭𝐢𝐟𝐢𝐜𝐢𝐚𝐥 𝐢𝐧𝐭𝐞𝐥����𝐢𝐠𝐞𝐧𝐜𝐞 𝐢𝐬 𝐫𝐚𝐩𝐢𝐝𝐥𝐲 𝐫𝐞𝐬𝐡𝐚𝐩𝐢𝐧𝐠 𝐡𝐞𝐚𝐥𝐭𝐡𝐜𝐚𝐫𝐞, 𝐛𝐮𝐭 𝐢𝐭𝐬 𝐭𝐫𝐮𝐞 𝐯𝐚𝐥𝐮𝐞 𝐥𝐢𝐞𝐬 𝐧𝐨𝐭 𝐢𝐧 𝐭𝐡𝐞 𝐭𝐞𝐜𝐡𝐧𝐨𝐥𝐨𝐠𝐲 𝐢𝐭𝐬𝐞𝐥𝐟. 𝐈𝐭 𝐥𝐢𝐞𝐬 𝐢𝐧 𝐡𝐨𝐰 𝐢𝐭 𝐢𝐦𝐩𝐫𝐨𝐯𝐞𝐬 ��𝐡𝐞 𝐥𝐢𝐯𝐞𝐬 𝐨𝐟 𝐩𝐚𝐭𝐢𝐞𝐧𝐭𝐬.
A new 𝐖𝐇𝐎/𝐄𝐮𝐫𝐨𝐩𝐞 report provides the first comprehensive snapshot of how the 27 European Union Member States are integrating AI into their health systems. The findings show strong momentum towards using AI to strengthen clinical decision-making, improve diagnostics, enhance patient engagement, and build more resilient health systems. At the same time, the report highlights that innovation must be supported by strong governance, ethical safeguards, workforce preparedness, and meaningful patient involvement.
𝐊𝐞𝐲 𝐟𝐢𝐧𝐝𝐢𝐧𝐠𝐬 𝐢𝐧𝐜𝐥𝐮𝐝𝐞:
* All 𝟐𝟕 𝐄𝐔 𝐌𝐞𝐦𝐛𝐞𝐫 𝐒𝐭𝐚𝐭𝐞𝐬 identify improving patient care as a key driver for AI adoption.
* 𝟕𝟒% 𝐨𝐟 𝐜𝐨𝐮𝐧𝐭𝐫𝐢𝐞𝐬 are already using AI-assisted diagnostics to support medical imaging, disease detection, and clinical decision-making.
* ���𝟑% have implemented AI-powered chatbots to improve patient engagement and access to health information.
* 𝟖𝟏% actively engage stakeholders in shaping AI governance, reinforcing the importance of transparency and public trust.
For patients, the future of AI in healthcare is not only about smarter technologies. It is about delivering safer, more equitable, and people-centred care. As AI continues to evolve, ensuring transparency, accountability, digital literacy, and patient participation will be essential to building trust and improving health outcomes.
At the 𝐖𝐨𝐫𝐥𝐝 𝐏𝐚𝐭𝐢𝐞𝐧𝐭𝐬 𝐀𝐥𝐥𝐢𝐚𝐧𝐜𝐞, we believe digital innovation should always advance patient safety, protect human dignity, and empower patients as active partners in healthcare. Responsible AI must be developed with patients, not only for patients.
𝐑𝐞𝐚𝐝 𝐭𝐡𝐞 𝐟𝐮𝐥𝐥 𝐖𝐇𝐎/𝐄𝐮𝐫𝐨𝐩𝐞 𝐫𝐞𝐩𝐨𝐫𝐭: https://t.co/6Ti17a2SVi
#ArtificialIntelligence #AIinHealthcare #DigitalHealth #PatientSafety #PatientEngagement #HealthInnovation #HealthcareTransformation #PeopleCentredCare #EuropeanUnion #WHO #WorldPatientsAlliance
@WHO @WHOAFRO
Is AI the Remedy for Rural Healthcare? I would say it’s a remedy every where based on how accurate they’re beside live doctors! It appears they’re better at diagnosing the problem! Our doctors have gone down hill in the last decade or two!
https://t.co/EjYnOTUaxB
Wait times for specialists are going up, and employer health insurance premiums are expected to grow 9% again in 2027.
The choices are:
1. Cap spending, ration care, kill innovation, end up like Europe
2. Further cripple employers with healthcare costs (or shift costs on to patients and cripple families)
3. Embrace clinical AI and grow productivity
Which way, America?
I don't think we can expand provider supply to find a way out of this. Setting aside the challenges of expanding training: other parts of the economy are growing productivity faster than medicine; for the skill required many physicians simply aren't paid enough, and medical training is too expensive.
Item 3 isn't exclusive. You can pair that with CON law loosening, reforming physician ownership rules, continuing the anti-fraud push, site neutral payments, etc. The goal is to get the physics of American healthcare pointed towards productivity growth.
@ryno110875 I’m really sorry you’re going through this. It’s so clear how much you love him. He’s been lucky to have you, and I’m sure he feels that love every moment. My thoughts are with you.