Made in the open, for care.
GiveCare Labs works in the open on AI safety, care infrastructure, policy, and culture.
Flagship
InvisibleBench
InvisibleBench tests how AI responds to scripted caregiver conversations. Its checks look at the caregiver and the person receiving care together. Safety and Care are reported separately. Each verdict sits beside quoted transcript evidence and a reason. There is no composite score and no model rank.
Model judgments can be wrong. The benchmark does not measure clinical outcomes.
Open InvisibleBenchRead the paper: InvisibleBench: A Deployment Gate for Caregiving Relationship AI (arXiv 2511.20733)
“…the future of caregiving research and practical support for caregivers.”
Sharon Anderson, PhD, Aging and Family GerontologyPrograms
AI safety
How AI for caregiving is designed and aligned, the standards it should meet, and how it’s verified.
Care infrastructure
Knowledge, data, and measures that organizations can build on.
Policy
The laws, programs, and funding that shape care.
Culture
How caregiving is lived, experienced, and represented.
Briefings
- The Humanity BaselineContributor to CAN’s framework for responsible AI in caregiving.
- A Caregiver-AI Evidence BarAI safety. A six-slide visual briefing on public building blocks for a caregiver-AI evidence bar.
- InvisibleBenchAI safety. Caregiver AI safety and relationship-risk briefing.
- Elizabeth Dole Foundation National Convening, 2026AI safety. Ali Madad on the AI, Tech & Innovation panel, May 19, 2026.
Work with Labs
For funders, researchers, care organizations, and AI labs.
- Fund the work. Support open work on AI safety, care infrastructure, policy, and culture.
- Build on the data. Use the benefits data, answers, and measures in your own work.
- Test a model. The method and code are open. Ask us about running it on a model you care about.
- Cite or reuse. Cite the paper. The code and public scenarios are on GitHub.
Who’s behind Labs
Ali Madad
Board-Certified Patient Advocate. Author of the InvisibleBench paper. Lead of CHAI’s Mental Health Chatbot Work Group and advisor to CAN’s Caregiver Innovation Council.