ChallengeSolutionImpact
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The on-site AI compute layer for robot fleets.

Robot models are growing faster than fleet infrastructure. We close the gap.

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Backed by

NVIDIA InceptionSupermicroDCXStanford HPCNVIDIA Inception ProgramNebius

CHALLENGE

The robot autonomy ceiling

Three forces are converging to break today’s robot infrastructure.

More robots, interventions rise

Infrastructure that worked for 10 robots starts dropping frames at 50.

crisis zone 10 100 200 Pilot Year 1 Year 3 ~50 robots

New skills, throughput drops

Every new capability stacks more compute.

Real-time mapping VLA inference Semantic planning Perception Safety Needs shared compute ← on robot

More overhead, capacity stalls

Building it yourself means buying more than hardware.

waterline GPU hardware The part you budget for Procurement (3–6 mo) Ops + infra team hires Cooling + power + space Maintenance + spares Refresh cycles + depreciation What you budget for What you actually own The GPU is the smallest part of the problem.

There is no purpose-built compute layer between the cloud and the robot.

That's the gap Nectar fills.

SOLUTION

Fleet compute, delivered as a service.

One subscription. Shared GPUs on your floor. No hardware to buy, own, or maintain.

The Nectar Box

How it works

THE BOX

Immersion-cooled GPU node on your floor.

THE BRAIN

Optimizes model and workload orchestration across the fleet.

THE FLYWHEEL

Inference by day, training by night. Same GPUs.

THE BOX

One Box, whole fleet

Shared GPUs on-site serves hundreds robots with 1m³. No per-robot duplication.

Nectar Box 1 node models 50-1k robots

THE BRAIN

Deploy new models in hours

Hot-swap bigger, better models into scalable VRAM. No retrofits, no hardware upgrades.

DIY / cloud Procure Install Configure Deploy model Nectar Deploy Day 1 3 months 6 months ← same day

THE FLYWHEEL

OPEX, not CapEx

Starts at $7k/mo. We deploy, manage, and upgrade. You never own the hardware.

$500k-1m $7k /month Everything included Hardware · Ops · Upgrades DIY Nectar You never own the hardware.

You run the robots. We run the infrastructure.

Frequently asked questions

How does the Nectar Box differ from cloud GPU?

What hardware powers the Nectar Box?

Can I scale up after starting with one Box?

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