Use case
Stop paying for idle inference endpoints
Find managed inference endpoints running 24/7 with little or no traffic, and get the exact fix — delete or scale to zero — without losing the model.
eks · prod-workers
$4,800/mo
High
rds · analytics-staging
$1,180/mo
Medium
ecs · checkout-api
$640/mo
High
ec2 · 14 × gp3
$312/mo
High
The problem
Managed inference endpoints — SageMaker, Vertex AI, Azure ML — bill for the GPU behind them around the clock, whether or not anything is calling them. Endpoints spun up for an experiment, a demo, or a since-migrated service keep running, and a generic cost dashboard just shows “ML” going up. It’s some of the easiest waste to create and the hardest to notice.
How Lizrd fixes it
Lizrd reads endpoint traffic and GPU utilization read-only across all three clouds, finds endpoints with little or no invocation over the trailing window, and tells you exactly what to do — delete the endpoint (the model and config are retained), or move low-but-bursty traffic behind a scale-to-zero configuration. Each finding comes with the evidence (calls and GPU over 14–30 days), a confidence level, and the one command to run.
The outcome
The idle GPU bill goes to zero, the model stays safe, and you can bring the endpoint back any time. Lizrd validates the realized savings against your bill once the change lands.
“We had three SageMaker endpoints from experiments that nobody had torn down. They were quietly burning GPU hours every hour of every day.”
More ways to save
Cover steady usage with commitments
Savings Plans and committed-use discounts are free money on steady baselines — if you size them right. Lizrd finds your safe, always-on floor to commit against.
Cut idle networking waste
Idle NAT gateways, unattached elastic IPs, and load balancers with no traffic bill around the clock. Lizrd finds them and confirms what's safe to remove.
Delete orphaned resources
Unattached volumes, unused IPs, and stale snapshots keep billing with nothing using them. Lizrd finds them and confirms they're safe to remove.
Find this in your own cloud
Connect read-only and Lizrd surfaces the highest-impact fixes — with the exact change to make.