entity Updated 2026-08-18 Tags: Founder, Fintech, Healthcare

Sharmin (Data Science With Sam)

Sharmin is the founder of Livora and the guest in EP 28: The AI Revolution: Redefining Healthcare Financing. The source identifies her by first name only, so this page keeps her identity source-scoped rather than inferring a full name.

In the episode, Sharmin says she has 13 years of product design and design-leadership experience. She applies that background to Independent Healthcare Clinic Financing, arguing that many clinics need a financing process that understands bookings, operations, documents, borrower readiness, and lender criteria instead of beginning only with credit filters.

Her key contribution to the wiki is a healthcare-fintech workflow frame: Data-Driven Clinic Underwriting, AI-Enabled Loan Document Analysis, Clinic Lender Matching, Borrower Readiness Financing, and Consent-Based Loan Data Sharing have to work together if independent clinics are to access capital faster without losing control of sensitive information.

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