Your Friendly DevOps Partner
The all-in-one platform AI developers rely on to track GPU costs, predict spikes, and manage infrastructure autonomously.
Analyzing 48 GPU instances across us-east-1...
Running prediction models...
⚠ Detected 3 Idle A100 Instances (72h duration)
⚠ Predicted Spike: Training Job 'llama-3-tune' to exceed budget
✨ Potential Savings: $5,400/mo
Auto-remediation plan generated. Run `nebion apply` to execute.
The Agent Built for Modern DevOps
From predictive spike prevention to autonomous Terraform remediation. Complete GPU governance at your fingertips.
Autonomous Governance Agent
Your friendly devops partner working 24/7 to govern your GPU infrastructure autonomously.
Spike Prevention
Stop paying for autoscaling failures, API retry storms, and unoptimized instances before they happen.
Agentic Flow
Interact with Nebion via native chat interface to approve autonomous remediation actions easily.
Terraform Integration
Generates and applies Terraform code to fix infrastructure gaps instantly without context switching.
Eliminate Idle Waste
Automatically detects unused instances, detached volumes, and idle GPUs for immediate cleanup.
Predictive Anomalies
ML models detect cost anomalies 24-48 hours before they hit your bill. Act before the damage.
Real-Time Visibility
Monitor GPU spend as it happens. Resource-level visibility with pinpoint accuracy.
Cost Intelligence
Understand exactly where your money goes with deep insights into every layer of your stack.
Real Teams, Case Study
See how a leading property valuations firm eliminated GPU waste and stopped a repeat autoscaling failure in under 30 days.
AAP Valuations
Smart Property Valuation · AWS Infrastructure
Stack
Root Cause
- Misconfigured autoscaler threshold
- Bot traffic spike triggered unplanned scaling
Overnight Spike
Autoscaling failure silently launched 2 extra GPU instances at 2 AM — undetected until billing.
Silent Idle Waste
GPU instances running at <12% utilization for days with no visibility or alerting.
No Real-Time Data
Damage discovered only after the AWS bill arrived — always 24 hours too late to act.
Idle Waste Eliminated
Nebion flagged and terminated low-utilization GPU instances before the next billing cycle closed.
Bot Attack Intercepted
A second autoscaling failure triggered by backend API bot traffic was detected and blocked in real time.
Full Spend Transparency
Real-time GPU cost visibility 24 h ahead of AWS billing — root cause surfaced in plain English.
Resolution Timeline
Day 1
Abnormal GPU spin-up detected
Day 2
Autoscaling anomaly flagged
Day 5
Bot traffic identified as root cause
Day 7
Fix deployed, scaling stabilised
“Without Nebion, we would have lost thousands monthly on GPU waste. The bot attack detection alone saved us a second billing nightmare.”
— DevOps Team, AAP Valuations
43%
Cost Reduction
in the first 30 days
2×
Scaling Failures
detected & prevented
<6 m
Detection Time
vs 24 h lag with AWS billing
Why Nebion
GPU waste can spiral out of control instantly. Traditional FinOps tools only tell you after the damage is done. Nebion actively prevents it before you're billed.
Built for modern DevOps teams running scaling infrastructure on AWS, GCP, and Azure. Let our autonomous agent handle the repetitive governance tasks.
Agentic actions, real-time tracking, and predictive alerts work together to ensure you never get surprised by a GPU bill again.
Agentic Action
Nebion doesn't just alert you; it generates the exact Terraform code needed to resolve issues instantly.
Proactive Defense
Automatically detect API retry storms and autoscaling failures before they decimate your budget.
Root Cause Clarity
Every spike explained in plain English. Know exactly which service, resource, and team caused cost increases.
Idle Waste Elimination
Find and terminate abandoned instances and detached volumes autonomously with your permission.
Take Control with Nebion
Stop getting surprised by GPU bills. Autonomous agentic remediation, real-time tracking, and spike prevention in one intelligent platform.