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Partner With Us on Independent Research That Serves Real-World Care
We collaborate with innovators, clinicians, and researchers to evaluate sensing platforms, explore cognitive and sleep health challenges, and translate early insights into tools that truly help people navigate care.
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Human-Centered AI Research & Signal Strategy
We work with startups, clinicians, and R&D teams to explore how AI and signal-driven tools can support real-world care—not just perform in the lab. Whether you’re testing diagnostic signals, evaluating sleep interventions, or building assistive platforms, we focus on trust, transparency, and clinical relevance..
Because good AI doesn’t just predict—it supports people through their care journey.



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Applied Research with Wearables & Sensing Tools
We partner with teams testing wearable and sensing technologies—helping evaluate biosignal quality, user experience, and real-world clinical relevance. From closed-loop sleep tools to chronic condition monitoring, we focus on contextual usability, signal fidelity, and insight you can act on.
If it only works in the lab, it’s not ready. We help bring your tech into the messy, beautiful complexity of real life.
The Sleep Ally Collective & Care Innovation Network
A community-powered lab advancing sleep, sensing, and cognitive care—through real-world prototypes and lived-experience strategy.
- Co-creation and feedback circles for emerging tech
- Strategic working sessions on navigation, aging, and bio-signals
- Networked collaboration across sleep, cognition, chronic care, and caregiver UX
- A space for purpose-driven pilots, not performative innovation
- Partner with the Sleep Ally Collective to help shape what care needs next



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Passion Projects That Navigate What Matters
- Improving Sleep Health: Co-developing AI-powered wearables and tools that enhance deep sleep, reduce fragmentation, and support aging adults and caregivers.
- Predictive Technologies for Chronic Conditions: Creating real-time, patient-centered tools for early detection and flare-up management—starting with IBD.
- Turning Bold Ideas into Navigable Solutions: Partnering with innovators to transform ambitious visions into usable care navigation tools that make a real-world impact.
Recent partners & research collaborators








