Sleep Product & Clinical Review
A structured review of a sleep or recovery product against the clinical and circadian literature: what the feature set supports, where measurement is weaker than it appears, and what should change before launch.
Consulting
Sleep science, translated into products, programs, and environments
Sleep & Change Specialists advises digital health, healthcare, wearable, product, wellness, performance, hospitality, and real estate organizations on how behavioral sleep medicine and health psychology become something people actually use.
The problem we solve
Most organizations do not have a sleep knowledge problem. They have a translation problem.
The sleep and circadian literature is large and largely public. What is scarce is the ability to convert it into a product decision, a clinical protocol, an escalation rule, a lighting specification, or an intervention that a real person will still be using in week twelve. That work requires clinical experience with actual patients, fluency in the science, theories of behavior change, and understanding where digital health workflows may need help with content, strategy or adherence.
Engagements range from focused scientific and content reviews and training to ongoing advisory relationships and full program design and implementation.
Ways we work with organizations
Four common starting points
Sleep Program Design
Design of a sleep or behavioral health program end to end: eligibility and triage, protocol content, escalation and referral rules, staffing, documentation, and outcome measures based on clinical endpoints.
Scientific & Clinical Claims Review
Review of marketing, product, and scientific claims for accuracy and defensibility, including the line between wellness language and regulated medical device claims.
Clinical Sleep Advisory
An ongoing advisory relationship: scientific input on roadmap and strategy, advisory board participation, case consultation, and review of clinical decisions as they come up.
Hospitality Sleep Experience Review
A science-informed review of how room design, property operations, guest education, circadian considerations, and sleep-related amenities may influence the guest sleep experience. May include environmental review, operations review, guest journey review, scientific claims review, recommendations, staff education, and a measurement framework.
Digital sleep health
From sleep science to scalable care
Clinical strategy, sleep intervention design and scientific advisory for digital health organizations. A structured roadmap connects program decisions to implementation, measurement and responsible governance.
Discover & Define
Intended users, positioning, product capabilities, evidence and clinical risks.
Design the Clinical Framework
Intervention architecture, eligibility, safety, referral and governance.
Develop the Intervention
Behavioral protocols, CBT-I-informed modules where appropriate, circadian education and behavior-change design.
Support Product Implementation
Clinical specifications, workflows, acceptance criteria and implementation guidance. Coding remains with the client's technical team unless separately contracted.
Evaluate & Refine
Validated measures, sleep diaries, patient-reported outcomes and claims review. Clinical outcomes are distinct from engagement, satisfaction and wearable estimates.
Launch, Govern & Improve
Quality review, launch readiness, training, periodic protocol review and ongoing advisory.
Clinical sleep program development, digital CBT-I program consulting and scientific advisory, from clinical framework to evaluation and governance.
Hospitality
Hospitality & Guest Experience
Sleep & Change helps hotels, resorts, and hospitality groups apply behavioral sleep medicine, circadian science, and environmental sleep science to guest rooms, property design, guest education, travel and jet lag support, wellness programming, staff training, sleep-related amenities, product and marketing claims, and guest experience measurement.
Practice areas
Where the work concentrates
Digital Health & Product Strategy
Clinical grounding for sleep and recovery products: what the science supports, what a feature can honestly claim, where consumer measurement breaks down, and how to sequence a roadmap so clinical credibility and commercial goals reinforce each other.
Clinical Program Design
End-to-end design of sleep and behavioral health programs: eligibility and triage, protocol content, escalation and referral criteria, clinician staffing models, documentation, and outcome measurement built on clinical endpoints rather than engagement proxies.
Sleep & Circadian Science
Scientific review and translation. Evaluating claims, interpreting literature, defining measurement approaches, and advising on circadian considerations in scheduling, lighting, shift design, and travel.
Health Behavior Change
Applying health psychology to adherence and engagement problems: specifying target behaviors, designing for the moment of decision, structuring reinforcement, planning for lapse, and building interventions people continue after the novelty ends.
Wearables & Biomarkers
How to use and how not to over-interpret sleep staging, HRV, respiratory metrics, temperature, and composite scores. Includes validation framing, user-facing interpretation, and the boundary between wellness features and regulated medical device claims.
Clinical Workflows
Integrating sleep care into existing services: intake and screening, pathways between behavioral and medical sleep care, PAP adherence pathways, and the operational detail that determines whether a program functions in practice.
Clinical Training
Training licensed clinicians, coaches, and clinical teams in behavioral sleep medicine methods, including CBT-I delivery, circadian assessment, and case consultation. Clinician training, DBSM preparation, and supervision are described on the Professional Training page.
Healthcare & Wellness Organizations
Advisory work for health systems, payers, employers, and wellness organizations on where sleep fits in a population strategy and what a defensible sleep offering looks like.
Hospitality, Real Estate & the Built Environment
Sleep and circadian audits of hotels, residential developments, and workplaces: light and lighting schedules, acoustics, thermal environment, room and shift design, guest and resident experience, and the behavioral details that determine whether a space actually supports sleep.
Scientific & Clinical Advisory
Ongoing advisory roles, advisory board participation, scientific review of marketing and product claims, and expert input on clinical strategy.
Who we work with
Typical clients
- Digital health and digital therapeutic companies
- Luxury wellness centers
- Wearable and consumer sleep technology companies
- Health systems and clinical service lines
- Employers and workplace health programs
- Professional and collegiate athletic organizations
- Wellness and performance organizations
- Hotels, residential developers, and commercial real estate
- Investors and advisory boards evaluating sleep-related ventures