Evidence

Research synthesis designed to be pulled into grant applications, partner conversations, and publications. Every claim cites a source.

• SDOH in Caregiving — Evidence base for applying social determinants of health to family caregivers
• SMS Accessibility — Why SMS, not an app. Accessibility evidence for the highest-stress moments.
• Market Gap — 63M caregivers, $60B unclaimed benefits, competitive landscape
• Multi-Turn Safety Failures — Why AI chatbots fail in sustained conversations and what this means for caregiving
• Crisis Detection Frameworks — How five clinical/regulatory authorities layer into InvisibleBench's safety gate
• Regulatory Landscape — Matrix of 10 statutes + FDA guidance governing caregiver AI
• Belonging, Empathy, and Regard — Theoretical foundation for InvisibleBench's Regard dimension
• Benefits Automation — From Rules as Code to caregiver discovery: the research and the gap