A new era of work.
Limitless.
[INDUSTRIAL MACHINE INTELLIGENCE]
THE FORCING FUNCTION
Manual labour is constrained.
Automation is no longer optional — the alternative, hiring more operators, is not viable.
Three constraints, all structural, all getting worse. Let's use logistics as an example:
SUPPLY
30–50%
Annual operator turnover in EU logistics. Workforce shrinking, aging out faster than replaced. Every rotation re-opens a productivity gap.
COST
~70%
Of a 2-shift forklift's loaded TCO is the operator. Wages up 4–7% per year. Shift premiums, sickness cover and onboarding outpace machine cost.
RELIABILITY
5×
Forklift-operator injury rate vs. the average warehouse role. Shifts go uncovered. Safety incidents block throughput. Iron sits idle 34% of the time.
The labour you can hire isn't enough. The labour you can't hire is the bottleneck.
[INDUSTRIAL MACHINE INTELLIGENCE]
Human operation is
the bottleneck.
Physical machines run the world, and every one of them needs a brain to operate it. Today that brain is human: scarce, hard to scale, and stretched thin.
Multiply the human brain with AI, and the economics flip. Every correction compounds. The cost of industrial work falls immediately, enabling a new industrial productivity revolution.
TODAY
$40 / hr
per machine operator/hour
BY 2035
80x cost reduction
The cost keeps falling, automatically
[INDUSTRIAL MACHINE INTELLIGENCE]
THE HIVE SILICON BRAIN
The brain is the model.
The body is the machine.
Not a robot we ship. Not just a retrofit on a machine. A silicon brain that operates the machine, whatever shape that machine takes. One platform for the full fleet of material-handling machines.
[INDUSTRIAL MACHINE INTELLIGENCE]
PROOF FROM THE FIELD
Four selected live deployments. Real customers. Real production. Real operational data.
[INDUSTRIAL MACHINE INTELLIGENCE]
One model. Every industrial machine.
ODIN is trained on real-world industrial operations. It generalizes across machine types and is deployed machine-by-machine as capability matures.
INPUT
Industry datasets
Logistics · Aggregates
Warehousing · Construction
Manufacturing
FOUNDATION MODEL
ODIN
Hive foundation model
for industrial Physical AI
OUTPUT
Autonomous machines
One model, every machine
Cross-task generalization
[INDUSTRIAL MACHINE INTELLIGENCE]
Two components becoming one silicon brain.
TEXT INPUT
"Please pick the pallet and move it to the loading bay."
MACHINE STATE
Camera feeds · lidar · joint positions · velocity
Huginn · thought
Perception &
Understanding
Sees and understands
Vision + Language
+ Fusion
Muninn · memory
Action &
Memory
Acts and remembers
Policy + Diffusion
+ Execution
MACHINE CONTROL
Continuous trajectories, drive, lift, navigate, adapt.
Named after Odin's two ravens in Norse mythology, Huginn (thought) and Muninn (memory), who fly across the world each day and return with what must be remembered.
[INDUSTRIAL MACHINE INTELLIGENCE]
HIVE, your end-to-end physical AI partner
Every machine you run supported by the same system.
TODAY
Selected machines in customer operations
SHORT-TERM
Full material handling fleet
MID-TERM
End-to-end physical AI partner
[INDUSTRIAL MACHINE INTELLIGENCE]
THE BUSINESS MODEL
A full shift of work, delivered at a substantially lower cost.
Supervised from the Hive operation center.
Today, one operator supervises two to three machines.
As ODIN improves — each deployment feeding the next model — that ratio scales: one operator to four, to six, to dozens of machines across sites.
Productivity made limitless. Decoupled from the human hour.
[INDUSTRIAL MACHINE INTELLIGENCE]
Built where
work is hard.
HIVE was founded in Norway, by a team that understands industrial operations from the inside. The platform was built in the field, in tunnels, on snowfields, at ports, not in a lab or a pitch deck. Today HIVE coordinates industrial fleets across construction, mining and logistics, and the ambition doesn't stop at the horizon.
[INDUSTRIAL MACHINE INTELLIGENCE]