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Deploy robots reliably with a certified workforce

Magnus identifies, trains, certifies, and deploys elite human teams for robotics, providing the operational backbone needed to reliably move robotics from pilot to production at scale.

Everything required to deploy robots at scale

Training & Certification

A workforce you can trust.

  • Robot-specific training

  • Simulation & real-world testing

  • Practical certification exams

  • Ongoing re-certification

  • Audit trails for regulators

Result: consistent execution at scale.

Pre-Deployment Readiness

Before robots go live.

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  • Teleoperation data collection

  • Edge-case scenario capture

  • Model QA + regression testing

  • Dataset cleanup & annotation

  • Deployment readiness testing

Result: models and workflows ready for reality.

Deployment Operations

After robots go live.

  • 24/7 monitoring pods

  • Human-in-the-loop intervention

  • Incident response + escalation

  • Reliability reporting

  • Continuous improvement

Result: higher uptime and faster recovery.

Who we work with

Our robotics workforce is purpose built for all distribution channels resulting in faster pilot deployment, higher model reliability, better real-world datasets, reduced downtime, scalable multi-site rollouts

Enterprises

  • Pilot preparation

  • Workforce training

  • Monitoring and support

  • Multi-site scaling

AI Labs

Robotics Companies

System Integrators

  • Real-world human data collection (teleops, egocentric, UMI)

  • Model evals & benchmarking

  • Edge-case testing

  • Post-training QA

  • Training data generation

  • Deployment fine tuning

  • Pilot deployments 

  • Custom data pipelines

  • Monitoring and intervention

  • Global rollout support

  • Certified workforce on demand

  • Deployment scoping

  • Live teleops and monitoring

  • Standardized training & safety certification

  • Shared deployment intelligence & playbooks

Data Services

We power the full real-world data lifecycle—teleoperation, data capture, annotation, and quality assurance—enabling deployment-ready systems and continuous model training.

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