Products in the Pipeline
High-conviction products targeting global markets — biosignal intelligence, ML reliability tooling, and LLM evaluation. Built on real research.
High-Conviction Products
Targeting hard-currency B2B and developer customers, deliverable as API/SaaS globally.
BioSignal API
"Stripe for physiological signals"
A REST API that takes raw ECG/EDA/PPG waveforms and returns cleaned signals, HRV features, arrhythmia flags, and calibrated uncertainty estimates — all in one call.
View detailsKey Features
- R-peak detection & HRV (SDNN, RMSSD, pNN50)
- EDA phasic/tonic decomposition
- Arrhythmia screening with calibrated confidence
- PPG-derived SpO2 estimation
- Batch processing with webhook callbacks
- FHIR-compatible output format
Tech Stack
Roadmap
- 1Q1 2026: Private beta
- 2Q2 2026: Public launch
- 3Q3 2026: Regulatory guidance docs
CalibKit
ML Calibration & Uncertainty Toolkit
An open-source Python library + paid hosted dashboard for model calibration, uncertainty quantification, abstention gating, and production drift monitoring.
View detailsKey Features
- Temperature scaling, Platt, & isotonic calibration
- Expected Calibration Error (ECE) tracking
- Confidence-gated abstention framework
- Covariate shift & concept drift detection
- Reliability diagram visualizations
- CI/CD integration via GitHub Actions
Tech Stack
Roadmap
- 1Q2 2026: OSS library release
- 2Q3 2026: Hosted dashboard beta
- 3Q4 2026: Enterprise tier
EvalForge
LLM Evaluation & Calibration Platform
A hosted eval harness for LLM-based systems — automatically measuring calibration, factuality, and abstention rates on your domain-specific test sets.
View detailsKey Features
- Automated ECE computation for LLM outputs
- Verbalized vs implicit confidence comparison
- Abstention rate tracking across prompt variants
- Dataset versioning & reproducibility
- Slack/email alerting on calibration regression
Tech Stack
Roadmap
- 1Q3 2026: Prototype
- 2Q4 2026: Design partners
- 3Q1 2027: Launch
Want to Learn AI from the People Building It?
We run focused training programmes in biosignal AI, ML calibration, and LLM evaluation for engineers, researchers, and students.
Partner on a Product
Are you a digital health startup, wearable maker, or AI company? We're looking for design partners and pilot customers across all products above.
Become a Design Partner