For everyone else healthcare runs through.
Life sciences. Employers. Government programs. Brokers and TPAs. The Operating System that serves payers and providers serves you too — same three layers, same governance posture, your work on top.
Life Sciences
Real-world evidence and care-pathway intelligence at enterprise scale. The unified longitudinal record clinical and commercial teams have asked for and not found. Cohort identification, comparative effectiveness, and post-market surveillance built on healthcare-native data resolution.
Self-Insured Employers and Plan Sponsors
Visibility into the care your members actually receive. Cost and quality benchmarks grounded in your population, not industry averages. Care navigation and steerage Workers that protect your spend and your member experience at the same time.
Government Programs and Agencies
Medicaid managed care, state employee plans, public health programs. The governance posture government programs require, with the Operating System speed they have not had access to. Audit trail by default. Glassbox provenance on every determination.
Brokers, TPAs, and Consultants
Faster client reporting. Sharper benefit recommendations. Underpayment audits that actually find money. The same Operating System that serves your clients can serve the work you do for them.
Digital Health and Care Delivery Innovators
The data foundation and reasoning layer most digital health products do not build for themselves. Spend your engineering on the product. Spend Penguin Ai on the healthcare data and governance underneath.
Health Data and Analytics Teams
The Data Layer that ends the six-month cleanup project at the start of every analytics initiative. Resolved entities, longitudinal context, and provenance ready for whatever your team is building on top.
Frequently asked
Common questions from teams outside the payer-provider core.
Not necessarily. The Operating System is engineered for enterprise volumes, but it deploys at scoped engagements too. Many of our outside-the-core customers start with one specific workflow and expand. The economics work because the underlying Operating System is doing the heavy lifting either way.
Yes. The Data Layer is healthcare-native regardless of who deploys it. Member, provider, claim, episode are first-class entities whether you are running a Medicaid plan, a research cohort, or a brokerage book of business.
Yes. Gwen is designed for it. Most outside-the-core teams find Gwen fits their style of work better than a full pre-built Solution. The governance comes free.
We work with covered entities, business associates, and qualified entities under various federal and state programs. Compliance posture is the same. We sign BAAs. SOC 2 Type II audited.
Yes. The Data Layer and the Context Layer apply directly to research workflows. Cohort definitions, longitudinal records, and provenance tracking are first-class.
Sometimes, depending on the use case and the relationship. Reach out to start that conversation.