BEHAVIORAL DATA FOR AI
Unlocking Predictive Biology
for Healthcare & Research
BioToken.ai transforms millions of live-cell behavior into standardized BioTokens- enabling scalable analysis, secure sharing, and powerful AI modeling.
Start with behavior. Plug in any modality. A shared, open token system for biology - beginning with TeraCyte's behavioral data.
What is a BioToken?
A rich, open representation of single-cell temporal behavior — capturing how cells move, respond, divide, and change over time.
Single-Cell Trajectories
Track individual cells over time — morphology, motion, responses to stimuli, and behavior patterns.
Privacy-Preserving
BioTokens are generated locally. Your raw images and data never leave their origin.
AI-Ready Format
Designed for machine learning models that learn biological patterns, predict outcomes, and discover phenotypes.
What's Captured in a BioToken
Cell morphology over time
Division events and lineage
Fluorescence dynamics
Movement patterns and velocity
Response to treatments
Temporal behavior signatures
TECHNOLOGY
Behavior-First Design
Time-resolved live-cell data is uniquely valuable for predictive biology.
Start with Behavior
Today we transform cell behavior into BioTokens. Tomorrow, we'll add more modalities to create a unified view of biology.
Today:
Cell Behavior - BioTokens
Tomorrow:
Additional imaging. Multi-omics. Metadata. Clinical context
BioToken Repository
A scalable hub for behavioral biology and future modalities.
- Store & index tokens
- Search across experiments
- Link behavioral sequences
- Support metadata queries
Foundation Model
The analytical engine for researchers, labs, and developers.
- Classify behaviors
- Map cell-state transitions
- Predict responses
- Cross-experiments analysis
APPLICATIONS
Designed for Researchers
Academia-first approach to studying live-cell behavior
Behavioral Phenotyping
Identify cell motions, growth patterns, drug responses, and fate outcomes — all without handling raw video.
Cross-Lab Datasets
Combine BioTokens from different labs for atlas-building, meta-analysis, and multi-site studies.
AI for Cell Behavior
Transform days of manual annotation into minutes of model inference. Discover hidden cell states.
Experiment Reusability
Reanalyze, combine, and benchmark experiments without reprocessing huge imaging files.
Education & Research
Work with real biological behavior data without downloading terabytes of raw movies.
INDUSTRIAL APPLICATIONS
BioTokens for Smarter Bioproduction
Making cell behavior measurable, comparable, and optimizable across runs, lines, and sites — from cell-based manufacturing to advanced therapeutics.
Capturing Process Behavior
Encode cell growth, stress responses, and critical transitions as BioTokens instead of raw video or proprietary logs.
- • Time slices of culture behavior
- • Critical transitions (stress, differentiation, death)
- • Aggregated health indicators per run
Consistent, Comparable Runs
A standard way to compare batches within facilities, benchmark across lines, and track behavioral fingerprints.
"This batch followed a known healthy trajectory; this one is drifting toward a known failure pattern."
AI for Process Optimization
Connect BioTokens to outcomes (yield, purity, potency) to identify markers, predict drift, and suggest interventions.
- • Identify high-yield behavioral markers
- • Predict drift or failure early
- • Cluster runs into process archetypes
Digital Twins in Token Space
Simulate process responses, explore what-if scenarios, and evaluate robustness using token-level models.
- • Simulate parameter changes
- • Explore alternative schedules
- • Model-informed process design
A Common Language for Biology & Manufacturing
Biologists
Cell behavior and phenotypes
Process Engineers
Trajectories, control points, and outcomes
Data Scientists
Embeddings, clusters, and prediction targets
Everyone speaks through the same BioToken representation — share learnings across sites, onboard new lines, and standardize analytics while keeping raw production data local.
CLINICAL APPLICATIONS
From BioTokens to Better Clinical Decisions
Turn complex biological and clinical signals into actionable predictions. Combine behavioral BioTokens with tokenized clinical and molecular data to enable new kinds of diagnostic tools.
Patient Response & Treatment Recommendations
Predict response vs. non-response to therapies. Suggest escalation or de-escalation. Rank candidate treatments based on learned patterns in BioToken space.
Models operate on tokens from behavior, proteomics, cell-free signals, and clinical records — without centralizing raw data.
Risk Stratification & Early Alerts
Early identification of patients at risk of severe outcomes. Distinguish high-risk vs. low-risk trajectories. Prioritize monitoring using token-level scores.
Especially impactful for acute conditions: infectious diseases, cardiovascular, neurological emergencies.
Longitudinal Disease Monitoring
Track how a patient's BioToken "trail" moves in embedding space. Detect subtle drifts before conventional thresholds are crossed.
Shift from episodic care to continuous, token-driven trajectories.
OPEN ECOSYSTEM
Join the BioToken Ecosystem
Start with behavior. Build the future.
Research Labs
- - Generate BioTokens from your experiments
- - Access rich temporal cell behavior data
- - Build predictive models
- - Discover new phenotypes and patterns
Device Makers
- - Integrate BioToken generation into your platform
- - Output standardized temporal cell data
- - Enable AI-ready insights for your users
- - Join the growing ecosystem
AI Developers
- - Build on rich single-cell temporal data
- - Develop predictive biology tools
- - Create behavior-aware applications
- - Contribute new analytical methods
Help define the future of single-cell intelligence. Bring your platform, your data, or your ideas into the ecosystem.