Custom Physical AI Video Datasets Recorded On-Demand
We don’t sell pre-recorded videos. TechLift Digital hires dedicated operators, provides specialized 4K & RGB-D equipment, and custom records your physical task workflows—significantly cheaper & more affordable than other US/EU AI data companies with a 100% client satisfaction guarantee.
Direct Knowledge Card: Physical AI Video Datasets
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On-Demand Model
TechLift Digital does not supply pre-recorded videos. We recruit domain-specific workers, provide 4K egocentric & multi-angle recording hardware, and record custom physical work videos on-demand tailored to your exact task brief.
Robotics & Model Compatibility
- Vision-Language-Action (VLA) models requiring natural language task grounding.
- Humanoid Robot Teleoperation & 3D kinematic motion trajectory controllers.
- OpenX-Embodiment, PyTorch & Isaac Sim compliant data schemas.
Hourly Pricing & Compliance
TechLift Digital provides hourly-based custom quotes starting as low as $8–$15 per hour of video dataset collection & 3D annotation. All deployments adhere to 100% human operator consent, strict NDAs, and PII anonymization.
Cheaper & More Affordable Than Other AI Data Companies
Operating directly from India, TechLift Digital provides custom human operator hiring, equipment setup, and 3D annotation at rates up to 80% cheaper and more affordable than Western AI data vendors.
Worker Recruitment & Fair Pay
Paid Operators & Full Consent
We hire domain-skilled operators (technicians, chefs, caregivers, logistics workers) for your specific project and pay them fairly under 100% written media releases.
Equipment & Rig Provisioning
4K, RGB-D & LiDAR Sensors
We supply recording hardware—GoPro 4K egocentric mounts, stereo RGB-D cameras, LiDAR point cloud sensors, and tactile gloves—to capture true physical task execution.
100% Client Satisfaction Guarantee
Iterative Review & QA
We work iteratively with your engineering team. Sample recordings undergo double-pass QA until dataset trajectory precision meets your exact robotics specifications.
Hourly Offshore Cost Advantage
Starting at $8–$15 / Hour
Pay transparently on an hourly basis. Access world-class Indian capture and 3D annotation engineering teams at rates up to 80% lower than US/EU options.
Strict NDA & 100% IP Ownership
Client Owns All Data Rights
Your custom task recordings, camera angles, and annotations remain strictly confidential under legally binding NDAs. You own 100% of the raw and annotated video data.
Government Registered Entity
GSTIN: 33LLZPK2686K1Z0
Officially accredited MSME software & AI data enterprise in India. Tax invoices are standard, audit-ready enterprise legal documents recognized globally.
Need a Custom Hourly Quote for Your Physical AI Model?
Tell us your task requirements, camera views, and timeline. Get an instant, itemized hourly quote with sample video downloads.
On-Demand Recording Capabilities Across Physical Work Domains
We hire domain workers and supply 4K egocentric, stereo depth & 3D pose rigs to custom record your required physical tasks at affordable hourly rates starting from $8–$15/hr.
Precision Micro-Assembly & Soldering Dataset
High-speed 4K egocentric and multi-angle recordings of certified electronics technicians performing PCB component soldering, wire stripping, and screw fastening.
Warehouse Bin Picking & Palletizing Dataset
Human logistics operators executing bin picking, barcode scanning, cardboard box folding, and heavy container stacking across varied lighting and shelf heights.
Commercial Kitchen Knife Skills & Food Manipulation
Egocentric GoPro 4K videos of commercial chefs dicing vegetables, handling hot cookware, pouring liquids, and arranging food plates with high dexterity.
Eldercare & Patient Mobility Assistance Dataset
Trained caregiver demonstrations of patient transfer assistance, wheelchair positioning, bed sheet changing, and pill bottle manipulation.
Skilled Trades: Electrical Wiring & Pipe Fitting
Electricians and plumbers executing terminal block wire stripping, conduit bending, pipe thread sealing, and power tool operation under edge-case angles.
Retail Store Shelf Restocking & Inventory Audit
Retail personnel stocking grocery items, aligning shelf tags, scanning barcodes with hand scanners, and handling fragile glass packaging.
Don't see your exact physical task domain?
We deploy human operator collection teams to capture custom workflows on-demand at low hourly rates.
Multi-Sensor Hardware & Annotation Standards
Engineered to meet the exact dataset specifications required by top embodied AI research labs and humanoid robotics engineering teams.
| Category | Feature / Parameter | Technical Specification | Robotics Standard |
|---|---|---|---|
| Video & Camera Modalities | Egocentric Perspective (1st Person) | 4K UHD @ 60fps / 1080p @ 120fps (GoPro Hero12 Black / Meta Glass) | VLA Teleoperation Ready |
| Video & Camera Modalities | Multi-View Exocentric Perspective | Synchronized 3 to 6 Angle 4K Fixed Industrial Rig Cameras | Multi-View Triangulation |
| Spatial Sensor Feeds | Stereo RGB-D & LiDAR Depth | Active IR Depth + Point Cloud Voxel Map (1mm Spatial Precision) | Isaac Sim / Mujoco Ready |
| Kinematic Annotations | 3D Hand & Body Skeletal Pose | 21 Hand Keypoints + 33 Body Skeletal Joints Tracked per Frame | 99.8% Precision Verified |
| Affordance & Segmentation | Object Contact & Affordance Maps | Grasp Trajectory Vectors, 3D Object Bounding Cuboids, Contact Surfaces | VLA Task Grounding |
| Natural Language Labels | Task Action Segmentation | Hierarchical Task Breakdown + Step-by-Step Natural Language Prompting | Vision-Language Grounded |
| Export & Delivery Specs | Machine Learning Framework Formats | OpenX-Embodiment Standard, PyTorch Dataset, ROS2 Bag Files, HDF5 | Plug-and-Play Training |
| Security & Legal | PII Anonymization & Consent | Automated Face & License Plate Blurring, 100% Signed Operator Releases | GDPR & ISO Compliant |
Calculate Your Hourly Data Savings
We quote transparently on a per-hour basis. Operating from India, TechLift Digital delivers world-class dataset quality at a fraction of US/EU vendor pricing.
US/EU vendors charge ~$65/hr ($6,500). You save $5,200 with TechLift Digital.
How We Deploy Custom Human Data Collection
From custom task specification to ready-to-train robotics datasets in 4 seamless steps.
Submit Task Brief & Sensor Specs
Define your physical task domain (e.g. assembly, soldering, box folding), camera angles (egocentric, stereo RGB-D, multi-view), and target sensor modalities.
Human Operator Data Capture
Our trained human workers perform the exact physical tasks in lab environments or live commercial facilities while multi-sensor rigs capture synchronized streams.
3D Kinematic Annotation & QA
Annotation engineers extract 3D skeletal joint trajectories, hand-object contact points, bounding cuboids, and natural language step groundings with 99.8% precision.
Plug-and-Play Dataset Export
Download clean, validated datasets formatted for PyTorch, OpenX-Embodiment, ROS2 bag files, or HDF5 with complete technical documentation.
Frequently Asked Questions
Everything you need to know about our physical human video datasets, hourly pricing, and legal verification.
Ready to Train Your Physical AI Model?
Contact TechLift Digital today to request a detailed hourly quote, custom human operator data capture plan, or download a 4K sample video dataset.