Heterogeneous data is difficult to normalize
Different devices, software versions, collection pipelines, and task environments rarely produce one consistent structure.
KeenTruth · Embodied AI Data Engineering
Embodied AI data annotation and governance, built for training-ready delivery.
KeenTruth works with embodied AI model developers, robotics OEMs, and AI data providers. Powered by our proprietary data platform, we take customer-supplied data from ingestion and governance through expert annotation and quality validation.
We deliver validated data that can move directly into model-training workflows.
Nearly 10 Years of Experience · Full-Spectrum Embodied Data Governance · VLM-Assisted Annotation & QA · End-to-End Data Delivery
Nearly 10 YearsAutonomous-driving + embodied AI algorithms and data operations
1M+ HoursHistorical data volume handled by the team
98%First-pass acceptance rate
3×Industry-benchmark data production efficiency
Why specialized engineering
Annotation alone does not make embodied data training-ready.
Embodied AI data combines visual observations, robot states, actions, controls, sensor streams, and task semantics. Missing records, topic anomalies, timing drift, unclear boundaries, or conflicting labels can reduce the value of an entire batch.
Annotation standards are difficult to scale
Model requirements must become instructions that annotators and reviewers can execute consistently.
Quality issues spread quickly
Quality controls must begin during pilot annotation and continue through production, review, correction, and acceptance.
End-to-end workflow
From customer-supplied raw data to training-ready delivery
- 01Data Ingestion & Profiling
- 02Data Governance
- 03Specification & Pilot
- 04Expert Annotation
- 05Quality Validation
- 06Standardized Delivery
Three data environments
Specialized workflows for high-value embodied AI data
Purpose-built workflows aligned to one standard for quality, semantics, and traceability.
Proprietary data platform
Platform, models, and operations working as one delivery system
KeenTruth’s proprietary platform connects data ingestion, task configuration, annotation, review, quality tracking, and output—with VLM-assisted annotation and QA, workforce management, multi-format processing, and end-to-end traceability.
Quality & Security
Verifiable quality. Protected customer data.
Customer data is used only for the agreed project. It is not disclosed to unauthorized third parties, reused for other customers, or used for unrelated purposes.
- Project-level isolation
- Least-privilege access
- Access and operation records
- Personnel confidentiality
- Access revocation at project completion
Typical Solutions
Supporting the teams building the embodied AI stack
Embodied AI Model Developers
Create consistent task semantics and action hierarchies for reliable VLA training.
Robotics OEMs
Govern complex, multi-source real-robot data and reduce repetitive preprocessing.
Embodied AI Data Providers
Combine VLM assistance, human expertise, and operations for scalable, traceable delivery.
Contact
Move raw embodied data into training faster.
Tell us about your data, annotation requirements, and quality expectations.