Evidence-First AI in Consumer Health, Pregnancy Care & Safety Constraints - Apoorva Modali | Ep 332

In this episode, you’lldiscover:

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Chapter Timestamps

00:00 Welcome ApoorvaModali: Principal Data Scientist at Walmart & Founder of Ovie's Lab

01:37 BridgingEnterprise AI with Maternal Health: An Engineer's Postpartum Awakening

03:21 Deconstructing"Evidence-First": Moving Beyond Supplier Stock Formulations andWellness Hype

05:05 Auditing theLabel: Using AI Tools to Identify Validated Bioactives vs. Trend Ingredients

07:07 TheSafety-Constrained Framework: Mapping Prolactin Pathways and Maternal DosageLimits

10:29 Guarding AgainstAI Hallucinations: Verifying Primary Clinical Literature and Medical Forums

12:07 Practical Valueof Applied AI: Condensing Months of Biochemical Research into ActionableIterations

13:57 Formulations inthe Real World: Achieving Less than 1% Variance with Contract Manufacturers

16:18 Earning ConsumerTrust: Radical Transparency in Sourcing, Clinical Data & Manufacturing

18:00 Navigating theRisks of Over-Reliance: Human Judgment as the Ultimate Safety Layer

20:06 Advice for TechBuilders: Automating and Deploying Repetitive AI Pipelines

21:51 From CorporateScale to Startup Agility: Surprising Validation from Chemical Formulators

23:35 What Does TrueInnovation Mean to You? (Solving Real-World Human Friction)

25:04 Connect withApoorva Modali & Explore Ovie’s Lab