Solutions
Robotics
Real-world data for
real-world intelligence.
Sentious helps robotics teams collect, annotate, evaluate, and learn from multimodal, real-world data — so your robots can see, understand, and act in the physical world.
The challenge
Real-world data
is hard.
Robotics data is complex, messy, and expensive to collect and make useful. Existing tools are fragmented and don’t scale.

The solution
A unified platform
for robotics data.
Sentious gives you everything you need to collect, annotate, evaluate, and understand real-world data — in one integrated platform.
- Collect from any sensor, any robot
- Purpose-built annotation tools
- Expert contributors and workflows
- Built-in quality and evaluation
- Powerful search and insights
Capabilities
Data for every stage
of the robotics lifecycle.
From early research to production deployment, Sentious supports your entire data pipeline.

Collect
Capture multimodal data from any source.
Annotate
Label with expert contributors and AI.
Evaluate
Run benchmarks and model evaluations.
Analyze
Find patterns and failure modes.
Improve
Turn insights into better data and models.
Use cases
Built for the teams
building what’s next.
Sentious Insights
Turn data into
decisions.
Automatically surface failure modes, understand performance, and get recommendations on what to collect next.
Explore Insights
Auto-detected insight
Grasp failure likely due to specular surface.
Confidence 92%
Recommended next step
Collect more data with reflective objects.
Trusted by innovators
Powering the next generation
of physical AI.
Get started
Build better robots
with better data.
Whether you’re collecting your first dataset or scaling to millions of episodes, Sentious helps you move faster from data to real-world impact.






