AI infrastructure decision intelligenceRun smarter GPUs.
Run smarter GPUs.
Explain every decision.
EcoTensor AI converts GPU telemetry, thermal conditions, workload urgency, and operating policy into transparent, deadline-safe infrastructure recommendations.
Synthetic live telemetryHuman approvalExplainable EcoScore
Live recommendation
NovaCart flash-sale inference
88
EcoScore
Excellent
Recommended action
Run now on GPU-3
Deadline and workload risk are unsafe for delay. GPU-3 is the strongest thermally safe placement.
Thermal
Low
Deadline
High
Workload
Critical
Energy waste
High
Sense → Score → Decide → ExplainOperator approval required
4
GPU risk dimensions
3
Operating modes
0–100
Explainable EcoScore
2s
Telemetry refresh
Decision workflow
From raw telemetry to a defensible action.
Monitoring tells you what is happening. EcoTensor AI tells you what the operator should consider doing—and why.
01
Sense
Read temperature, utilization, power, idle time, and workload urgency.
02
Score
Calculate risk and a transparent 0–100 EcoScore for every placement.
03
Decide
Select the safest eligible GPU and operating action.
04
Explain
Show the operator exactly why the recommendation is safe.
The product difference
Not another basic GPU scheduler.
EcoTensor AI acts as a transparent infrastructure assistant. It balances performance, efficiency, thermal safety, and workload risk while keeping the operator in control.
Core safety principle
Energy optimization is allowed only when deadline, workload, and thermal risks remain inside safe boundaries.
Deadline-safe sustainability
Energy saving never overrides urgent workload, thermal, or deadline protection.
Multi-factor EcoScore
A single explainable score connects efficiency, capacity, temperature, and risk.
Human-in-the-loop control
Operators approve, reject, or escalate every recommendation before action.
Before-versus-after impact
Translate decisions into simulated power, energy, cost, and thermal outcomes.
Hackathon demo
NovaCart flash sale
GPU-178°C85%High thermal risk
GPU-248°C20%Safe
GPU-335°C0%Best placement
GPU-465°C70%Moderate
Judge-ready story
Protect the deadline. Avoid the hotspot.
A real-time NovaCart inference job has five minutes to finish. A naive decision sends it to an already busy inference GPU. EcoTensor AI compares every placement, excludes unsafe thermal choices, and selects GPU-3.
Strict workload and deadline risk block any delay.
GPU-3 provides the strongest thermally safe EcoScore.
The explanation separates placement safety from optimization permission.
System architecture
A clean adapter over the existing decision engine.
The new Next.js interface and FastAPI adapter do not replace the existing Python logic. They expose it safely to a modern browser experience.
Telemetry
Risk + EcoScore
Decision Engine
FastAPI
Next.js Console
