The Unified Cognitive Intelligence Platform
General Cognitive integrates video, speech, and validated clinical assessments into a single multimodal engine — transforming how cognition is measured, monitored, and understood from infancy through aging.
Four unified modalities converge into a single cognitive intelligence engine
Cognitive Assessment
Video Annotation
Speech Analytics
Behavioral Modeling
Our platform integrates validated methodologies with advanced multimodal analytics
Integrating video, speech, and validated clinical assessments into a single measurement framework with unprecedented resolution.
Unified cognitive framework spanning infancy through aging, enabling longitudinal insights no single modality can provide.
Enterprise-grade platform built for healthcare systems, clinical trials, pharmaceutical companies, and public health agencies.
Serving the full continuum of cognitive health — from primary care to therapeutic development
Primary Care Integration
Clinical Trial Endpoints
Value-Based Care
Research Institutions
Public Health Monitoring
Therapeutic Development
General Cognitive’s measurement framework spans every stage of human cognitive development — from neonatal orienting through adolescent maturation, adult performance, and age-related decline. Each domain draws on a growing body of peer-reviewed research and validated methodology.
Objective measurement is transforming autism research. General Cognitive’s platform builds on a decade of pioneering work using automated sensing — wearable tracking, spatial analytics, and vocal interaction modeling — to continuously measure how children with autism interact with peers and teachers in naturalistic settings like inclusive classrooms. These methods replace subjective observation with continuous, granular, objective data — revealing social dynamics that were previously invisible.
Why this matters
Traditional autism assessment relies on brief clinical observations and caregiver reports. The research below demonstrates that automated, continuous measurement captures social interaction patterns — proximity, movement, vocal exchange, engagement — at a resolution no human observer can match. This is the scientific foundation General Cognitive is engineering into a scalable platform.
Sarker, Zhang, Perry, Messinger, Song
Science Advances, in press
Social interactions drive abrupt collective alignment in human movement — a phase transition analogous to physical systems. Demonstrates that the movement dynamics of children in inclusive classrooms follow universal physical laws.
Elbaum, Perry, Sarangoulis, Goodman, Messinger, Cejas
Journal of Speech, Language, and Hearing Research
Establishes ethical principles for the responsible use of automated digital data collection — the governance framework underlying the platform’s data practices.
Drye, Banarjee, Perry, Viggiano, Irvin, Messinger
Autism Research
Objectively reveals that children in inclusive autism classrooms show systematic social preferences for teachers over peers — a finding with direct implications for intervention design.
Elbaum, Perry, Messinger
Early Childhood Research Quarterly
The definitive review synthesizing this research program’s automated sensing methodology for studying classroom social dynamics.
Zhang, Sarker, Mitsven, Perry, Messinger, Rudolph, Siller, Song
Physical Review E
Featured in NatureIdentifies emergent social phases in children’s classroom movement, showing how local interaction rules produce collective behavioral organization.
The neonatal and infancy period (0–24 months) represents the most rapid phase of neurocognitive development in the human lifespan. General Cognitive is developing passive, continuous monitoring tools for this population — integrating gaze habituation paradigms, cry acoustics, motor milestone tracking, and caregiver interaction modeling to detect early divergence from normative developmental trajectories.
Why this matters
Current neonatal cognitive assessment relies on periodic milestone checklists and brief clinical encounters spaced months apart. Automated, continuous measurement during infancy can detect subtle deviations in sensorimotor integration, social orienting, and proto-communicative behavior weeks or months before they become clinically apparent — enabling earlier intervention during the period of greatest neuroplasticity.
Research publications for this domain are forthcoming. General Cognitive is actively developing partnerships with aging and dementia research programs to extend its validated measurement infrastructure to cognitive aging populations.
Interested in partnering on neonatal cognitive research?Adolescence (12–18 years) is characterized by extensive prefrontal cortex maturation, synaptic pruning, and the emergence of executive function capacity. General Cognitive is extending its multimodal measurement framework to capture the cognitive and social dynamics unique to this developmental stage — including peer influence modeling, risk-reward decision patterns, and the interplay between affective regulation and cognitive control.
Why this matters
Adolescence is the peak onset window for many psychiatric conditions including mood disorders, psychosis, and substance use. Objective, continuous measurement of cognitive and social functioning during this period can identify prodromal patterns, track treatment response in clinical trials, and distinguish normative developmental variation from early pathological trajectories.
Research publications for this domain are forthcoming. General Cognitive is actively developing partnerships with aging and dementia research programs to extend its validated measurement infrastructure to cognitive aging populations.
Interested in partnering on adolescent cognitive research?The adult period (18–65 years) encompasses peak cognitive performance, occupational demands on sustained attention and working memory, and the earliest subclinical signs of neurodegenerative processes. General Cognitive is building continuous cognitive monitoring tools for adult populations — integrating speech prosody analysis, sustained attention metrics, and longitudinal performance modeling for occupational health, clinical trial enrichment, and early detection paradigms.
Why this matters
Adult cognitive assessment is typically event-driven — triggered by a complaint, an injury, or a clinical trial enrollment. Continuous passive monitoring can establish individual baselines, detect meaningful cognitive change against that baseline, and provide the dense longitudinal data needed to power adaptive clinical trial designs and precision medicine approaches.
Research publications for this domain are forthcoming. General Cognitive is actively developing partnerships with aging and dementia research programs to extend its validated measurement infrastructure to cognitive aging populations.
Interested in partnering on adult cognitive research?Senescence (65+ years) brings progressive changes in processing speed, episodic memory, and executive function — some normative, some presaging neurodegenerative pathology. General Cognitive is extending its multimodal measurement framework to the aging population, developing continuous cognitive monitoring tools for early detection of mild cognitive impairment (MCI) and dementia, longitudinal tracking in clinical trials, and population-level screening — integrating speech analytics, behavioral modeling, and validated assessment instruments into a unified aging-focused module.
Why this matters
Current cognitive assessment in aging relies on periodic, in-clinic snapshots — brief screeners like the MoCA or MMSE administered months apart. General Cognitive’s approach enables continuous, passive monitoring using the same multimodal data streams (vocal patterns, behavioral dynamics, assessment performance) that have been validated in developmental populations. The platform’s cross-age architecture means methodologies proven in one population transfer to another — critical for detecting the earliest signs of pathological cognitive decline against an individual’s own baseline.
Research publications for this domain are forthcoming. General Cognitive is actively developing partnerships with aging and dementia research programs to extend its validated measurement infrastructure to cognitive aging populations.
Interested in partnering on cognitive aging research?