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Healthcare AI Maturity Model

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Read more about the article Why DSOs Mistake Scale for Maturity

Why DSOs Mistake Scale for Maturity

  • Post author:Farid Fadaie
  • Post published:August 24, 2026
  • Post category:AI/Healthcare
  • Post comments:0 Comments

Conventional wisdom says a 50-location group is far ahead of the solo practice on AI. Often it's behind: growth by acquisition doesn't scale AI, it scales AI Sprawl. Scale is not maturity.

Continue ReadingWhy DSOs Mistake Scale for Maturity
Read more about the article Why Independent Practices May Reach AI-Native First

Why Independent Practices May Reach AI-Native First

  • Post author:Farid Fadaie
  • Post published:August 17, 2026
  • Post category:AI/Healthcare
  • Post comments:0 Comments

Conventional wisdom says big health systems will lead on AI. On the Maturity Model, the opposite is likely: when the bottleneck is deployment, not capability, the independent practice's small size is its advantage.

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Read more about the article Why Organizations Plateau at AI-Assisted

Why Organizations Plateau at AI-Assisted

  • Post author:Farid Fadaie
  • Post published:July 27, 2026
  • Post category:AI/Healthcare
  • Post comments:0 Comments

Healthcare organizations don't plateau at AI-Assisted because the technology isn't ready. They plateau because AI transformation is an organizational problem, not a technology one — and Stage 4 isn't something you buy, it's something you become.

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Read more about the article Why Health Systems Plateau

Why Health Systems Plateau

  • Post author:Farid Fadaie
  • Post published:July 16, 2026
  • Post category:AI/Healthcare

Health systems have the most AI money can buy and are the most stuck. The governance that makes clinical AI safe makes operational change impossible — which is why the biggest organizations plateau longest.

Continue ReadingWhy Health Systems Plateau
Farid Fadaie

Hi, I’m Farid Fadaie, cofounder and CEO of Viva AI. I live in the San Francisco Bay Area and build products at the intersection of AI, dental operations, and healthcare.

My path started in engineering and moved into product leadership, company building, and operating dental businesses firsthand. Before Viva AI, I helped build privacy and peer-to-peer products at BitTorrent, led engineering and product teams at scale, and founded or helped grow companies in dental technology, including 2Dental and Soothing Dental.

This site is where I write about AI, dentistry, product, engineering, privacy, and the practical lessons that come from building software for real operations.

Recent Posts

  • Why DSOs Mistake Scale for Maturity
  • Why Independent Practices May Reach AI-Native First
  • Capability Doesn’t Matter If You Can’t Deploy It
  • Who Owns the Operating Layer?
  • Why Organizations Plateau at AI-Assisted

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