AI can flag risk earlier than ever. But a flag isn’t a fix. Up to 30% of women never complete follow-up after a high-risk mammogram. Only 47% achieve guideline-concordant follow-up after abnormal cervical screening. Over 1 million women delayed follow-up due to out-of-pocket costs in 2024 alone. This panel is about the integration layer between the AI-flagged risk and patient action — the clinical workflows, navigation systems, cost barriers, and trust gaps that determine whether an AI-detected risk actually reaches a woman in time to matter. This is a product, design, and systems conversation — not a wellness panel.