The deployment and diagnostics layer for physical AI

Deploy physical AI devices 100× faster.

Lemnos standardizes deployment across hardware and customer sites, then diagnoses what changed when performance degrades.

MODEL → SITEone deployment workflow
HUMAN APPROVEDproduction changes
EXACT STATEsaved at acceptance
LIVE WORKCELL / 07
PALLETIZING CYCLE AUTO
01 The integration tax

Robots are ready.
Deployment isn’t.

Hardware is only one-third of what customers spend. The rest disappears into connecting dozens of components, retraining models, and rebuilding the same deployment logic for every line.

HARDWARE1/3
INTEGRATION2/3
02 Multi-provider deployment

From working demo
to an approved site.

Lemnos understands the customer requirements, adapts the system to each site, guides validation, and records what passed.

SITE-SPECIFIC INPUTS
AI DEPLOYMENT
ENGINEER
VERIFIED OUTPUT
CUSTOMER ACCEPTED
APPROVED
DEPLOYMENT
PLAN APPROVEDTEST PASSSTATE SAVED
03 The deployment stack

Everything between
demo and done.

One deployment workflow replaces the custom glue that makes every physical-AI deployment start from scratch.

01
CONNECT + ADAPT

Multi-provider deployment

Connect your AI product to the hardware and customer systems already on site, then reuse the deployment workflow across hardware partners and environments.

ROBOTSVISIONCONTROLSCUSTOMER SYSTEMS
02
CAPTURE + COMPARE

Deployment system of record

Capture the complete version that passed customer acceptance, including the model, hardware, configuration, tests, and approvals.

VERSIONSSETTINGSTESTSAPPROVALS
03
PLAN + EXECUTE

AI deployment engineer

Turn customer requirements into a deployment plan, guide integration and testing, and troubleshoot what changed, with engineers in control.

PLANDEPLOYVERIFYDIAGNOSE
04 Deployment system of record

Know what passed. See what changed.

When performance changes, Lemnos shows what changed from the approved version and guides troubleshooting. Successful deployment know-how becomes reusable for the next site.

DeployApproveCompareDiagnose
READY FOR THE REAL WORLD

Tell us what
you’re deploying.

Share the product, customer site, and deployment challenge. We’ll map the path from working demo to accepted system with your engineering team.

We use this brief only to understand your deployment. No sales spam.