nxted
Case studies

What happens when the right humans train the right AI.

Three production deployments across industrial AI, humanoid robotics, and medical AI. All anonymised. All measurable.

Nxted Expert
Industrial AI · Predictive maintenance

UK Industrial AI Company anonymous

Heavy industry
Challenge

A vibration-sensor predictive maintenance model was misdiagnosing bearing failures 32% of the time. The team needed deep-domain evaluation faster than their incumbent could deliver - and without GDPR exposure.

What Nxted did
  • Assigned 50 verified mechanical engineers across three plants worth of failure-mode data.
  • Built a 9-axis rubric covering bearing modes, lubrication faults, mounting errors, and combined-mode failures.
  • Delivered inter-rater agreement reports with every batch - surfacing controversial outputs for re-evaluation.
Accuracy
68% → 91%
Time to onboard
72 hours
Engagement length
8 weeks

"Our previous vendor couldn't give us a signed DPA. Nxted onboarded us in 72 hours with one in place."

- Head of ML, UK industrial AI company
Duration
8 weeks
Team
50 engineers
Scope
500 outputs
Nxted Capture
Physical AI · Humanoid manipulation

US Humanoid Robot Company anonymous

Humanoid robotics
Challenge

A humanoid robot company needed 1,000 hours of garment-making footage covering 60 distinct task variations - at a unit cost the US market couldn't deliver.

What Nxted did
  • Recruited 200 professional tailors across Tirupur and Bengaluru garment districts.
  • Captured egocentric Project Aria footage with hand-pose annotations and action labels.
  • Delivered in robotics-ready RLDS format with full consent documentation.
Hours captured
1,000h
Cost vs US benchmark
-82%
Lead time
6 weeks

"We had no idea India had this calibre of skilled workers available for capture. Nxted is now our default supplier."

- VP Data, US humanoid robotics company
Duration
6 weeks
Team
200 tailors
Scope
1,000 hours
Nxted Both
Healthcare AI · Surgical assistance

EU AI Research Lab anonymous

Medical AI
Challenge

A surgical-assistance AI required both expert text evaluation of clinical reasoning AND egocentric video of procedure-adjacent tasks. The lab wanted a single supplier across both modalities with full EU AI Act documentation.

What Nxted did
  • Expert module: qualified doctors evaluated 300 model outputs against a 12-axis surgical rubric.
  • Capture module: 150 hours of instrument-handoff and patient-prep footage with consent + ethics committee approval.
  • Unified delivery with one DPA, one contract, one invoice - and an EU AI Act compliance narrative.
Domains served
Text + Physical
Total deliverables
300 outputs + 150h
Compliance
EU AI Act Annex IV

"Full pipeline served by one platform. The compliance narrative alone saved us six weeks of legal work."

- Director of AI Safety, EU research lab
Duration
10 weeks
Team
15 doctors · 35 nurses
Scope
300 outputs · 150h video

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