Sentious AI
Free to Start

Curate. Annotate. Evaluate. Scale.

Data InfrastructurePoweringEmbodied AI

Sentious AI enables leading robotics and AI companies to build, evaluate, and deploy intelligent systems in the physical world.

Free to StartExplore the platform

Agentic Feedback & Recommendations

Turn expertise into
a continuous advantage.

Sentious agents analyze annotation work as it happens, incorporate reviewer feedback, turn outcomes into insights, recommend improvements, and suggest labels automatically — with humans always in control.

Analyze at scaleFind patterns, failure modes, and ambiguous examples across your data.
Recommend next stepsGet specific, actionable suggestions for labels, boundaries, and workflow.
Auto-label with confidenceModel suggestions arrive with confidence, provenance, and human control.
Continuous improvementEvery decision makes the next suggestion better.
See agentic features
Robotics StudioEpisode_0217 · Pick and place
Ego (RGB)Wrist (L)Wrist (R)ExternalDepth
Robotic hand and blue mug — main canvas
AI SuggestionGrasp92%
00:12.8 / 00:28.41.0x
Action
Left Hand
Right Hand
Object
Events
Robot State
ReachAlignContactGraspLiftTransportPlace
AnnotationAI AssistantInspector

Agent Insights

The model is 92% confident this is a grasp action based on hand pose, object proximity, and motion pattern.

Similar examples

Preview 5 examplesAdd label

Recommendations

Consider splitting this action (align → grasp)ApplyObject is likely a mug (88%)ApplyAdd contact event at 00:12.9ApplyMark as successful graspApply

From insights to action

Agent analyzesFinds patterns and suggests labels
You decideReview, adjust, and provide feedback
System learnsIncorporates decisions into future suggestions
Better resultsHigher quality, faster annotation over time

Built for the real world

High-quality data.
Built for embodied
intelligence.

From collection to annotation to evaluation, Sentious AI unifies the entire data lifecycle so your models can perceive, reason, and act with confidence.

Complete data lifecycle

Collect, annotate, version, and manage robotics data at every scale.

Purpose-built for robotics

Support for 2D, LiDAR, IMU, egocentric video, and more.

Quality you can trust

Automated checks, expert review, and continuous quality monitoring.

Evaluation that matters

Benchmark and stress-test your models with powerful evaluation tools.

Illustrative preview of the Sentious platform

Built for every stage of your data journey

Powerful products.One unified platform.

Data Collection

Ingest from any sensor or source, in the lab or in the wild.

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Annotation Studio

Advanced tools for 3D, 2D, LiDAR, and video annotation.

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Quality & Review

Automated validation and expert review at scale.

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Model Evaluation

Evaluate real-world performance and edge cases.

Agents and Intelligence

Specialized agents that learn from every decision.

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The data foundation for
embodied intelligence

Sentious AI helps you build better data, better models, and better robots—faster.

Free to Start

Every decision makes the next one smarter.

Specialized agents observe the work, surface recommendations, automate permitted actions, and learn from human decisions and real outcomes.

Explore Agentic
OBSERVEREASONRECOMMENDACTLEARNIMPACT
Agent InsightSuggesting

Grasp likely begins 0.42s later.

Gripper closure detectedObject motion beginsContact signal increases

92% confidence

ApplyCompare
AnnotationUnderstand & labelQualityDetect issuesWorkflowRoute & automateData IntelligenceFind patternsCollectionPlan & monitorOperationsRun & optimize
Decision Data —  the intelligence layer that connects every agent

Flexible by design

One platform. Two ways to work with us.

Use Sentious as a self-serve SaaS platform or partner with us for end-to-end managed services.The same powerful infrastructure, tailored to your needs.

SaaS — Full control for your team. Access the complete Sentious platform to collect, structure, annotate, review, and evaluate multimodal robotics data in your own workspace. Full platform access, self-serve workflows, multimodal robotics tooling, integrations with your stack, and scale from research to production. Explore SaaS.

Same
platform.
Different
approaches.

Hybrid
supported

Managed Services — Expert execution, at any scale. Let our team handle the heavy lifting — from data collection to annotation, quality, and delivery — with domain experts, custom workflows, and SLAs. End-to-end data program management, expert annotators and domain specialists, custom data collection in the real world, quality assurance and distillation, and delivered datasets, benchmarks, or evaluations. Data collection on-site or remote, expert annotation by domain specialists, multi-stage quality review, and delivered training-ready results. Talk to our team.
Same Core PlatformIdentical tools, data model, and quality infrastructure.
Flexible EngagementUse SaaS, Managed Services, or a hybrid approach.
Built for RoboticsEgo, multimodal, 3D, audio, and custom sensors.
Secure & CompliantEnterprise-grade security and data governance.
Scales With YouFrom research projects to production programs.

Turn physical experience into intelligence