ThermaRay by Netray

See the Heat.
Cut the Waste.

AI-powered thermal intelligence for data centers & industrial facilities.
LSTM forecasting + Reinforcement Learning + Edge deployment.
PUE 1.72 → 1.34. $847K annual savings.

Born from a real defense data center engagement — now productized.

0%
PUE Improvement
1.72 → 1.34 demonstrated
$0K
Annual Savings
at a single facility
0 days
Failure Warning
predictive maintenance lead time
0
Software Cost
100% open-source stack
“We went from fighting hotspots to predicting them 72 hours out. The RL agent handles shift transitions we used to staff an extra technician for.”

— Facilities Director, Tier 1 Defense Contractor

Platform Architecture

Four intelligent modules working in concert — all running on-premise, all open source, all yours.

ThermaRay
PREDICT

24-72hr thermal forecasting with ±0.4°C accuracy at 1-hour horizon

200+ sensor channelsWeather integrationShift-aware3-model ensemble
ThermaRay
CONTROL

Real-time setpoint optimization across 26 continuous action dimensions

74 state dimensionsSafety railsHuman-in-the-loopEnergyPlus pre-trained
ThermaRay
DETECT

Anomaly detection & predictive maintenance with 14-21 day failure lead time

Multivariate anomalyAutoencoder backupSurvival analysisFalse alarm filtering
ThermaRay
SPEAK

Natural language interface — fine-tuned on facility SOPs with live RAG

Llama 3.2 / Mistral 7BLoRA fine-tuningLive sensor RAGReport generation
ThermaRay CORE
Kubeflow | MLflow | Feast | TF Serving | Prometheus
ThermaRay EDGE
NVIDIA Jetson AGX Orin | x86+RTX 4090 | Air-gapped capable
Total Software Licensing Cost: €0— 100% open source stack
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Engagement Path

From free technical deep dive to full-scale deployment. Start seeing savings in weeks, not years.

1

Technical Deep Dive

1-2 weeksFree

Align on use case, assess data readiness, identify pilot facility

Use case alignmentData readiness assessmentPilot facility selectionGo/no-go recommendation
2

Discovery Phase

4 weeksPaid

Data integration, baseline measurement, initial model training

Sensor data integrationBaseline energy auditInitial LSTM modelSavings forecast
3

Pilot Deployment

8-12 weeksPaid

Full ThermaRay stack deployed, quick wins captured, ML optimization begins

Edge hardware installedAll 4 modules liveQuick wins capturedNOC team trained
4

Production & Scale

OngoingOngoing

Knowledge transfer, handover, multi-facility rollout planning

Full handoverRunbook documentationMulti-site playbookPattern library seeding

See the Heat. Cut the Waste.

Free technical deep dive. Real savings estimate in 48 hours.
100% open-source stack. €3,200-€6,700 hardware investment. 4-8 month payback.

Start Your Technical Deep Dive

Free assessment. No commitment. See your thermal optimization roadmap in 48 hours.

Or: Talk to our thermal engineering team →

ThermaRay is a product of Netray (netray.co)