For Researchers

Design Your Study as a Program

LLIF provides ethical, consent-driven data infrastructure for longitudinal health research — with participants collecting data through apps they already use.

Why LLIF for Research

Studies as Programs. Data with Consent. Infrastructure That Outlives Your Grant.

Your study becomes a Program — with defined data requirements, collection compliance, participant onboarding, and insight outputs. Participants subscribe through apps and collect data on their terms.

Consent-First Architecture

Participants opt in. They see exactly what data is collected and why. IRB-compatible consent built into the infrastructure.

Compliance-Driven Collection

Define data requirements, schedules, and targets. The platform tracks compliance automatically — including historical data prerequisites.

Nonprofit-Protected Data

Data classified as a donor-restricted asset. No resale, no secondary exploitation — with bankruptcy protections. Trust by structure, not by policy.

Built-In Analytics

Correlations, trends, calendar patterns, predictions, and community-level anonymous insights. Or export raw data for your own analysis.

Environmental Enrichment

25+ weather, AQI, and pollen metrics attached automatically. The environmental context that makes population health studies actionable.

Outlives Your Funding

Nonprofit infrastructure doesn't depend on your grant cycle. Participant data remains available for follow-up with renewed consent.

Grant Proposal Support

Include LLIF in Your Grant Proposal

Budget templates, boilerplate language for data management plans, and letters of support — for NIH, NSF, PCORI, and foundation proposals.

Grant Resources & Letter of Support →

Ready to design your study?

Research program creation opens Q3 2026. Get in early to shape the platform for your needs.