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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.

Continue ReadingWhy Independent Practices May Reach AI-Native First
Read more about the article Capability Doesn’t Matter If You Can’t Deploy It

Capability Doesn’t Matter If You Can’t Deploy It

  • Post author:Farid Fadaie
  • Post published:August 9, 2026
  • Post category:AI/Healthcare
  • Post comments:0 Comments

Healthcare AI is competing on the wrong variable. The most capable AI rarely wins — the one that ships does. Capability is a commodity; deployment is the moat.

Continue ReadingCapability Doesn’t Matter If You Can’t Deploy It
Read more about the article Who Owns the Operating Layer?

Who Owns the Operating Layer?

  • Post author:Farid Fadaie
  • Post published:August 4, 2026
  • Post category:AI/Healthcare
  • Post comments:0 Comments

Healthcare organizations plateau because no one owns the operating layer — the patient's journey across channels as one system. The durable question isn't who to hire; it's who owns AI transformation.

Continue ReadingWho Owns the Operating Layer?
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

  • LLM Observability for Voice Agents: Writing Code an AI Can Debug
  • 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?

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