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Accelerating Robotics Intelligence with High-Quality AI Training Data
High-Quality Robotics Data Services at Scale
DDD enables robotics companies to build smarter, safer, and more capable machines through end-to-end data training solutions. Our teams specialize in multimodal perception annotation, scenario generation, spatial mapping, and validation workflows.
Strategic
We bring industry-tested SMEs, provide training data strategy, and understand the data security and training requirements needed to deliver better client outcomes.
Reliable
Our global workforce allows us to deliver high-quality work, 365 days a year, across multiple countries and time zones. With 24/7 coverage, we are agile in responding to changing project needs.
Consistent
We are lifetime project partners. Your assigned team will stay with you – no rotation. As your team becomes experts over time, they train more resources, that’s how we achieve scalability.
Flexible
We are platform agnostic. We don’t force you to use our tools; we integrate with the technology stack that works best for your project.
Our Capabilities for Robotics
DDD provides comprehensive AI data training services that support perception, simulation, control systems, and embodied intelligence for robotics.
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ML Model Development
Our domain-trained teams ensure consistent, scalable labeling that strengthens robot perception, manipulation, and autonomy in real-world conditions. -
Scenario Services
DDD builds scenario datasets, task sequences, rare events, collisions, human–robot interactions, and environmental variations that enable robust simulation, testing, and reinforcement learning pipelines. -
Geospatial Services
DDD annotates maps and environmental features for SLAM, localization, and navigation model development. -
In-Environment AI & UX
DDD delivers datasets for pose estimation, emotion recognition, action labeling, and social behavior modeling to support safe and intuitive robotic experiences. -
Product V&V
DDD supports ground-truth creation, performance benchmarking, QA pipelines, and error analysis for navigation, manipulation, and safety systems, ensuring reliable, real-world performance.
Our End-to-End Data Labeling Solutions for Robotics
What Our Clients Say
DDD’s annotations significantly improved our object detection and navigation models. Their understanding of warehouse workflows made the dataset far more valuable than typical labeling vendors.
Our humanoid training pipeline scaled rapidly thanks to DDD’s detailed pose and interaction annotations. The consistency across thousands of frames was outstanding.
We rely on DDD for multimodal perception data. Their teams handle complexity with ease, and accuracy has been consistently excellent.
Their scenario curation helped us build higher-fidelity simulation environments. DDD’s understanding of robotic tasks and edge cases saved us months of development.
Customer Success Stories
LiDAR Segmentation
LiDAR Segmentation for ADAS with 97%+ Quality
Our client needed a highly skilled and rapidly scalable annotation team capable of segmenting and labeling massive LiDAR datasets with exceptional precision to ensure safe and reliable ADAS performance.
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AI Driven Engineering Solutions
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Optimizing Model Performance Through LLM Fine-Tuning Expertise
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AI Driven Engineering Solutions
Empowering enterprises with scalable AI and ML deployment strategies.
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Discover Our Expert Insights and Whitepapers
Deep dive into the latest technologies and methodologies shaping the robotics industry.
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Frequently Asked Questions
Absolutely. We provide scenario datasets, synthetic-ready annotations, and structured metadata for simulation, digital twins, and RL environments.
With multi-layer QA, expert audits, consistency scoring, and robotics-specific guidelines to ensure accuracy for safety-critical applications.
Yes. Our global workforce and workflow automation support rapid scaling across multiple sensor modalities.
Yes. We partner with emerging robotics teams, R&D labs, and large-scale automation companies through flexible engagement models.