Market opportunity
Activity recognition is the foundational AI layer for the next generation of wearables, workforce safety systems, and precision agriculture. Demand is accelerating as OEMs race to differentiate hardware with on-device intelligence. SensiML is uniquely positioned with proven models, licensable datasets, and a hardware-agnostic deployment story.
What SensiML brings to market
SensiML activity recognition Knowledge Packs deliver real-time form analytics and custom motion classification using low-cost, multi-axis MEMS sensors. The company has developed validated models across consumer sports and fitness, worker safety, factory floor monitoring, and animal wellness — each backed by labeled datasets available for commercial license. This combination of deployed IP, licensable data assets, and a repeatable AutoML workflow represents significant defensible value.
Capabilities & IP
5+
Distinct vertical markets with shipped deployments
Ergonomics/safety, fitness/sports, animal health, industrial operations, and consumer wearables.
MEMS
Low-cost sensor input — accelerometer & gyroscope only
No specialized hardware required. Runs on the commodity motion sensors already designed into your product.
Licensed
Datasets available for immediate commercial use
Running form, ADL, ergonomics, tennis, football, canine activity and more — ready to accelerate time-to-market.
Proven use cases
- Ergonomics monitoring and worker safety alerts
- Fitness and sports performance analytics
- Running form assessment (physiologist-validated)
- Animal health and activity monitoring (canine, livestock)
- First responder activity and fall detection
- Factory floor operations monitoring
IP & technical differentiators
- Licensable labeled motion datasets across 8+ activity domains
- Generalizable models: trained once, deployed across multiple MEMS vendors
- Real-time classification on 8-bit and 16-bit MCUs
- Custom Professional Services for end-to-end wearable AI delivery
- 10+ years of motion data collection and model refinement
SensiML's library of licensable motion datasets — built over years of real-world data collection with domain experts — represents a tangible data asset that directly accelerates customer product development and creates recurring licensing revenue potential.
See it in action
Advanced Motion Analytics Models
Licensable labeled datasets for running form, ergonomics, canine activity, and more.
Inquire about licensing →
Smart Boxing Glove Demo
Real-time punch classification using a SensiML Knowledge Pack on a wearable IMU.
Additional Activity Recognition Demos
