AI Usage Spikes
Scale in Seconds, Pay Only for What You Use
When your workloads outgrow your compute, Atlas Cloud adds fresh GPU power to your cluster. Automatically, in seconds, and with zero code changes.
Why Spikes Hurt More
Than You Think
Than You Think
When your model goes viral, or your quarter-end batch job fires, compute demand can jump 10× overnight.
The result? Blown SLAs, wasted spend, and users lost to competitors. Traditional clouds either over-provision (and waste money) or under-provision (and fail users).
Atlas was built for a different reality.
The Solution: Elastic Autoscaling
On-prem, cloud, or hybrid, Atlas Cloud turns GPU capacity into an always-available utility.
GPU
On-Prem
Cloud
Burst in <60s
Cloud GPUs attach instantly, preventing queue build-ups & SLA misses.
Pay-as-you-burst
When the surge ends, resources detach & costs drop to zero.
Consistent security & policies
RBAC, network rules, & cost quotas follow workloads across clouds.
Our lightweight, virtual-kubelet system enables cloud GPUs (Atlas, GCP, Azure) to appear as extra nodes, so your on-prem workloads burst out with zero code changes.
Ready?
Burst to Thousands of GPUs in Seconds
Built to Handle Spikes,
Optimized for EfficiencySLA-proof performance with zero waste. Atlas autoscaling keeps inference fast at peak and efficient when idle.
Scale Out
Replicas grow when
latency rises.
latency rises.
Scale-to-Zero
Pods shrink to one, or zero, warm
instances when traffic ebbs.
instances when traffic ebbs.
Cold Start in 2s or Less
Local model caching ensures you
never miss the next spike.
never miss the next spike.
99%+ GPU Utilization
0% burn when idle, impossible
on fixed clusters.
on fixed clusters.
Ready for 0-Idle Inference?
Experience Now
Your AI Competency Center:
Spike Proofed
We'll handle GPU migration, burst-proof training and inference, cost governance, security, and 24 / 7 ops so your engineers can keep shipping features instead of scrambling for capacity.
SITUATION
WITH ATLAS CLOUD
STATUS QUO
USAGE SPIKE HITS
Hundreds of GPUs burst online in seconds; latency stays flat and SLAs hold.
Capacity stalls; queues build, users face slowdowns or errors.
BILLING IMPACT
Spend rises only for the spike window, then scales back to zero—no idle burn.
Unpredictable invoice spikes or wasted spend on over-provisioned GPUs.
COMPETITIVE EDGE
Seamless performance turns spikes into a selling point, boosting customer trust.
Fire-fighting delays features; competitors with smoother scaling win mindshare.
Elastic Autoscaling By The Numbers
See how we’ll optimize your speed, resilience, and spend.
>2s
cold start with cached containers and models.
5x
improved recovery times from checkpoints.
<5m
model restoration time with just 0.14GB/s bandwidth.
40%
average savings vs. static fleets
Still Deciding?
Get a personalized performance & cost analysis in a real demo environment.
