$0B
Humanoid robot market by 2034
Fortune Business Insights
Now serving UK · EU · US AI labs
Human Intelligence.Machine Scale.
The platform where India's brightest minds train the world's most advanced AI systems - text and physical. Two products. One mission. Zero compromise.
OFORO LTDUK RegisteredDPDP & GDPR-alignedConsent-first collection
HUMANOID ROBOT MARKET: $165B BY 203454% ROBOT IMPROVEMENT WITH EGOCENTRIC DATA1M HOURS OF PHYSICAL AI DATA COLLECTED IN 2026VERIFIED, CONSENTED CONTRIBUTORS ACROSS INDIA'S SKILLED TRADESENGINEER-LED CAPTURE FOR SKILLED INDUSTRIAL & TECHNICAL WORKHUMANOID ROBOT MARKET: $165B BY 203454% ROBOT IMPROVEMENT WITH EGOCENTRIC DATA1M HOURS OF PHYSICAL AI DATA COLLECTED IN 2026VERIFIED, CONSENTED CONTRIBUTORS ACROSS INDIA'S SKILLED TRADESENGINEER-LED CAPTURE FOR SKILLED INDUSTRIAL & TECHNICAL WORK
Nxted Expert
Human experts evaluate your AI at the highest level.
RLHF feedback, red-teaming, and structured training data from domain experts across engineering, the sciences, medicine, law and finance.
Quick Sprint £249Monthly from £1,500
Learn more Nxted Capture
Real humans. Real skills. Real environments.
Egocentric video from India's 45M garment workers, 15M carpenters, and elite medical professionals. Robotics-ready formats: RLDS, HDF5, LeRobot.
5-level skill taxonomyFrom $35/hr of footage
Request a dataset The Market
Why physical AI is the biggest underserved opportunity in machine learning.
0%
CAGR of Embodied AI market
NVIDIA EgoScale
0%
Improvement with egocentric human data
NVIDIA, 2026
0M+
Indian skilled workers who can be filmed
MoSPI India
"Robots cannot learn from the internet. Every skill a robot learns must come from a human demonstrating it. India has the humans. Nxted has the pipeline."
Nxted Capture
5 levels of physical intelligence.
Foundation
Sorting, stacking, packing, basic assembly, labeling
from $35/hr
Skilled Trades
Tailoring, carpentry, cooking, cleaning, gardening
from $55/hr
Technical / Industrial
CNC operation, welding, electrical work, plumbing, electronics assembly
from $80/hr
Professional / Medical
Surgical assistance, patient care, pharmacy, dental, lab work
from $120/hr
Rare / Specialist
Heritage crafts, traditional medicine, precision jewellery, instrument making
Custom quote
How we compare
Where most data providers stop, and where nxted starts.
Broad annotation vendors
Typical limitation
Generic; not built for skilled physical-task data
nxted's focus
Vertical, expert-reviewed task packs
Expert-evaluation networks
Typical limitation
Strong on text, light on physical capture
nxted's focus
Expert + Capture in one pipeline
Gig-scale egocentric collectors
Typical limitation
Volume, but weaker trust and skill verification
nxted's focus
Consent-first Data Trust Pack
Enterprise incumbents
Typical limitation
Slow pilots, large minimums
nxted's focus
7-day paid Test Kit
Most providers are broad annotation vendors, expert-evaluation networks, or generic egocentric collectors. nxted focuses on expert-reviewed physical-skill data from real Indian work environments, delivered robotics-ready.
India
Skilled work, verified and consented.
India has one of the world's largest skilled labour forces. nxted captures only verified contributors and partner locations - with explicit consent, fair compensation above local market rate, and documented usage rights. Skill and provenance, not cost, are the point.
45Mgarment workers - precision hand skills
15M+carpenters - complex 3D assembly
12M+construction workers - heavy physical tasks
1.5MSTEM graduates annually - technical evaluation
500Kdoctors - medical AI evaluation
80Klaw graduates - legal domain expertise
300K+chartered accountants - financial domain expertise
All verified. All consented. All available through nxted.
Why Nxted wins
Eight differences that cannot be matched by any single competitor.
What clients need
All competitors
nxted.ai
- Text RLHF + Physical AI in one platformFew combine both with skill verification✓ Both in one
- India quality concentrationGlobal crowd, less concentration✓ India-first, skill-verified
- Self-serve entryReferral gates or high minimums✓ Free Test Kit + self-serve
- Transparent quality metricsOften a black box✓ Live quality dashboard
- UK/EU registered entityMostly US-based✓ OFORO LTD, Milton Keynes
- Neutral, no platform conflictPossible platform conflicts✓ Independent, neutral
- Physical AI from IndiaUS-centric collection✓ Engineer-led capture of skilled, credentialed work
- 5-level skill taxonomyNo platform classifies this way✓ Level 1-5 complexity system
Case studies
What happens when the right humans train the right AI.
What is physical AI training data?
Physical AI training data is first-person (egocentric) video of people performing real manual tasks - with depth, hand pose, 6-DoF trajectories and action labels - used to teach robots and embodied AI how to act. Unlike web text or third-person clips, it captures how a skilled human actually moves through a task.
What is nxted?
nxted supplies two things to AI labs and robotics teams: egocentric physical-AI capture from India’s skilled workforce (nxted Capture) and expert human evaluation and RLHF (nxted Expert). Every dataset is consented, robotics-ready and ships with a Data Trust Pack. nxted is operated by OFORO LTD, a UK company.
FAQ
Frequently asked questions
Where does nxted’s training data come from?
nxted captures egocentric (first-person) demonstration data from verified, consented contributors across India’s skilled trades and professions. Contributors are paid above the local market rate, every site signs a release, and engagements are contracted through OFORO LTD, a UK-registered company, for UK and EU buyers.
What formats do you deliver robotics training data in?
Every nxted Capture dataset ships robotics-ready in LeRobot, RLDS and HDF5, alongside raw and processed egocentric video, third-person reference, full metadata (calibration, 6-DoF trajectories, hand pose), action labels, a dataset card and a QA report - so it drops straight into your training pipeline.
Is nxted data consented and compliant for UK/EU use?
Yes. Every dataset ships with a Data Trust Pack: consent records, a fair-payment confirmation, redaction of faces, plates and PII, a data-provenance log, and a DPDP & GDPR-aligned Data Processing Agreement with UK IDTA or EU SCCs where transfers apply. No contributors under 18.
Who evaluates AI models on nxted Expert?
Credentialed domain experts across engineering, the sciences, medicine, law and finance - not a generalist crowd. Every nxted Expert engagement reports inter-rater agreement and an error taxonomy tied to your deployment risks, with reviewer credentials disclosed per project for full transparency.
How do I get started with nxted?
Request a Physical AI Test Kit (from $2,500: 5-10 usable hours of one skilled task with a consent pack and LeRobot/RLDS/HDF5 sample), or a free Expert Test Kit of 20 evaluated outputs. Both are scoped within 24 hours through the nxted portal.