Collect // Annotate // Process // QC // Deliver

Real-World Data Infrastructure for Physical AI

Veda Solutions helps Robotics, Embodied AI, Humanoid AI, and Computer Vision companies collect, annotate, process, and deliver high-quality real-world data at scale.

Live capture
OBJECTS
06
TRACKS
02
CONF.
97.4%
Operational capacity
1000+ participants · 25+ in-house annotation professionals
01 / Collection

Egocentric & real-world capture

First-person recordings using wearable camera systems for hand-movement, object-interaction, and manipulation capture.

02 / Annotation

Structured labeling

Detection, segmentation, tracking, keypoints, and activity labeling applied by our in-house annotation team.

03 / Processing & QA

Validation pipeline

Filtering, timestamping, metadata labeling, compliance review, and multi-stage dataset quality checks.

04 / Delivery

Production-ready datasets

Structured, training-ready datasets delivered securely to enterprise cloud environments.

// Dataset samples

Real-world task recordings

Original first-person footage of kitchen, upholstery, textile, and furniture-care tasks captured in real working environments.

View capabilities
Kitchen / active
FIELD / 01
Kitchen appliance handling
// Edited previews from original recordings. Discuss full-length samples with our team.
// Data annotation

Need Data Annotated? We Can Scale With You.

Veda Solutions provides scalable data annotation services backed by an in-house annotation team and structured quality-control workflows.

We support AI teams that already have datasets and need reliable annotation capacity, as well as clients who need both collection and annotation.

In-house capacity
25+
In-House Annotation Professionals

Our in-house team enables direct quality control, project-specific training, workflow management, and rapid scaling based on client requirements.

Discuss an annotation project
Image annotation
Video annotation
Object detection
Classification
Segmentation
Object tracking
Keypoint & pose annotation
Human activity labeling
Object interaction labeling
Egocentric video annotation
Robotics datasets
Custom annotation workflows
// Industries

Industries we support

Collection, annotation, and QA programs built for the teams shipping physical-world intelligence.

// Sector

Robotics

Manipulation policies, mobile platforms, and dexterous control — collected and annotated to spec.

// Sector

Humanoid AI

Whole-body coordination data with keypoint and pose annotation for bipedal systems.

// Sector

Embodied AI

First-person world-model data with action and object-interaction labeling.

// Sector

Computer Vision

Detection, segmentation, classification, and tracking annotation on real-world footage.

// Sector

Autonomous Systems

Structured perception datasets with multi-stage validation and QA review.

// Sector

Industrial Automation

Warehouse, factory, and field workflow capture with task-level segmentation.

// Sector

Vision-Language-Action Models

Multimodal grounding data pairing egocentric video with action-level labels.

// Why teams choose Veda

Built like infrastructure, not a service

Scalable workforce

Trained network of 1000+ participants across multiple regions and industry verticals, ready for rapid program expansion.

In-house annotation

25+ in-house annotation professionals working to project-specific guidelines under direct quality control.

QA workflows

Multi-stage validation for hand visibility, manipulation quality, label accuracy, privacy, and metadata integrity.

Fast deployment

Collection and annotation programs spin up within days, not quarters — built for iterative model development.

Have a Data Collection or Annotation Project?

Whether you need real-world data collected, an existing dataset annotated, or an end-to-end data pipeline, Veda Solutions can build and scale the workflow around your requirements.