End-to-end data for robot intelligence
From egocentric video capture in real operations to annotation, curation, and evaluation — the full data pipeline for robot foundation models.
Video CaptureAnnotationEvaluation
Explore Data Services →
We put robots to work
in the real world
Magnus Robotics deploys and integrates robots into real operations — fueled by end-to-end data services for robot intelligence and the training that prepares tomorrow's workforce.
Get startedDeployment, data, and integration across industries
The platform
One deployment platform: data, integration, and education.
Magnus fuels robots with end-to-end data services, integrates them with the systems you already run, and brings your team along.
Wired into the systems you run
We connect robots to your WMS, MES, and facility systems — and select, pilot, and operate them from first deployment to fleet scale.
IntegrationPilotsFleet Operations
Explore Integration →Bring your team along
Training and certifications that get your team confident with every system we deploy.
CurriculaTraining LabsCertifications
Explore Education →End-to-end data services
for robot intelligence
Collection to curation to evaluation — including egocentric video captured in real operations.
The full pipeline, one partner. We capture egocentric video and images where work actually happens, then annotate, curate, QA, and benchmark it — and feed it back into the systems we deploy.
Request a dataset →Dataset · Egocentric capture
2,410 hrsPicking
Palletizing
Machine tending
Navigation
480k frames annotated this monthQA passed
HAND SEGMENTATION · LIVE
EGOCENTRIC CAPTURE · RAW
Collection. Egocentric video, images, and teleoperation data from real environments.
Annotation & Curation. Task, object, and action labels — cleaned, structured, training-ready.
Evaluation. Benchmarks that measure real-world robot model performance.
Integrated with the
systems you run
We connect robots to your stack, then select, pilot, and operate them end to end.
Every exception handled. When a robot gets stuck, a trained operator steps in remotely within seconds — and every intervention makes the fleet smarter.
See fleet operations →Incident feed
LiveAMR-24 · blocked path, Aisle 7
Operator resolved remotely · 38s
ARM-08 · failed grasp, Station 3
Recovered automatically · retrained
AMR-11 · low battery, returning to dock
No action needed
Remote Operations. Humans in the loop for every exception, around the clock.
Fleet Management. One view of every robot, incident, and metric across sites.
Optimization. Reliability that improves with every task and intervention.
And the training to
bring your team along
Curricula, hands-on labs, and certifications for schools and employers.
Learn on real systems. Students and employees train on the same robots, workflows, and data used in production — from safety fundamentals through teleoperation and data capture.
Explore programs →Cohort · Robotics Operations 101
Week 4 of 6✓Safety fundamentals
✓Robot operation & teleoperation
✓Data capture & annotation
Certification exam · 38 of 42 passed
Curricula. Robotics programs for universities, colleges, and high schools.
Training Labs. Hands-on environments with real robots and real workflows.
Certifications. Credentials employers recognize across the industry.
Why Magnus
One partner from selection to scale.
Real deployments need integration, data, and operations working as one system — Magnus runs all three.
Vendor Neutral
Choose the right technology for each workflow without being limited to one robot manufacturer.
Human Centered
Prepare employees to work safely and confidently alongside robotic systems.
Operationally Focused
Design every deployment around real workflows, facilities, constraints, and business outcomes.
Built to Scale
Turn successful pilots into repeatable programs that expand across teams and locations.
Continuously Improving
Every evaluation, deployment, failure, recovery, and intervention improves future operations.
Industries
Built around your operation — not a single robot.
Every industry has different workflows, environments, and systems. Magnus deploys robots, integrates them, and fuels them with data in each one.
01
Warehousing
Material movement, picking, inventory scanning, unloading, sorting, and fulfillment.
02
Manufacturing
Machine tending, quality inspection, assembly support, material delivery, and palletizing.
03
Healthcare
Internal logistics, supply delivery, cleaning, inventory movement, and facility operations.
04
Hospitality
Delivery, cleaning support, food-service logistics, and back-of-house operations.
05
Retail
Inventory scanning, stock movement, fulfillment, cleaning, and customer support.
06
Government
Infrastructure inspection, facility operations, logistics, and workforce development.
07
Education
Robotics curricula, training labs, certifications, research, and industry workforce programs.
Measure what matters
Uptime, task completion, deployment speed, utilization, intervention frequency, and return on automation investment.
Start measuring →
Organizations everywhere are putting robots to work
Get robots deployed, integrated, and running — backed by the data services that make them smarter.