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.

MultimodalData from every sensor in one place.
Built for scaleGo from research to production.
Higher qualityDomain experts + AI in the loop.
Faster insightsTurn data into better robots, sooner.

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.

Synchronized multimodal data
Domain-specific annotation
Quality and consistency
Fragmented tooling
Hard to search and analyze
Slow iteration cycles
Six synchronized robotics data modalities: egocentric video, external camera, depth point cloud, tactile feedback, joint state telemetry, and audio waveform

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
See it in action

Capabilities

Data for every stage
of the robotics lifecycle.

From early research to production deployment, Sentious supports your entire data pipeline.

A robot arm in a warehouse surrounded by five linked floating data planes — Collect, Annotate, Evaluate, Analyze, and Improve

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.

See all use cases
Industrial robot arm grasping a mug over a workbench

Manipulation

Collect and annotate complex manipulation tasks in real settings.

Humanoid robot standing in a warehouse work environment

Humanoid Robotics

Train general-purpose agents with diverse, real-world data.

Autonomous mobile robot navigating a warehouse aisle

Navigation & Mobility

Capture rich datasets for indoor and outdoor autonomy.

Operator teleoperating a robot arm through a live-control console

Teleoperation & Imitation

Turn human expertise into high-quality training data.

Sentious Insights

Turn data into
decisions.

Automatically surface failure modes, understand performance, and get recommendations on what to collect next.

Explore Insights
Sentious Insights grasping-analysis dashboard: task success rate, completion time, failure rate, episode counts, failure modes, trends, and AI recommendations

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.