- Organization sizes (practical ranges)
- Small practices
- The vendor describes a self-sign-up pathway for smaller practices that meet a vendor-defined patient-volume threshold; vendor pricing and exact limits should be confirmed.
- Mid-market / enterprise health systems
- The vendor markets population analytics and EHR integration pathways that suggest suitability for health-system scale deployments.
- Industries and verticals where adoption is most relevant
- Neurology, geriatrics, psychiatry, and primary care (explicitly targeted by vendor materials)
- Academic and research institutions have been cited in vendor materials or collaborations; these may represent research partnerships rather than operational deployments.
- Roles and personas
- Decision makers
- Clinical leadership (e.g., neurology, geriatrics), population health leaders, and IT/EHR integration and compliance/security leadership
- End users
- Clinicians interpreting results, medical assistants or staff administering tests, and patients completing assessments (including remote completion)
- Pain points the product addresses
- Under-identification of cognitive impairment in routine care
- Administrative burdens of paper-based cognitive testing (time requirements, subjective scoring, workflow interruptions)
- Need for longitudinal monitoring and structured care planning
- Qualification criteria (good fit)
- Practices that routinely screen older adults and want standardized digital testing and repeat measures
- Organizations prepared to operationalize EHR integration and documentation workflows
- Teams seeking a vendor that reports healthcare-focused security certifications
- Deal disqualifiers (poor fit)
- Organizations requiring extensive independent peer-reviewed validation and a large body of third-party customer reviews as procurement preconditions
- Organizations unable to support integration work or staff training for new assessment workflows
- Use cases requiring publicly documented SOC 2/ISO evidence and explicit data residency controls where those cannot be provided via vendor documentation or NDA