GPU endpoints don't idle for free.
Endpoints, Spaces and Jobs tied to what they actually cost, with same-day alerts.
- 5 min
- setup, per provider
- 90 days
- history, instantly
- Same-day
- anomaly alerts
- Read-only access
- 14-day free trial
- No credit card required
Spend vs Budget
Forecast $45,000 this month
How does StackSpend handle Hugging Face Usage Monitoring?
StackSpend monitors Hugging Face usage across Inference Endpoints, Spaces, and Jobs, tying GPU hardware and runtime to cost. A daily signal and anomaly detection flag GPU-backed resources that run without matching traffic — so idle GPU usage is visible.
How does it work in practice?
- 01
StackSpend tracks usage by endpoint, Space, Job, and hardware type, tied to cost.
- 02
A daily signal surfaces usage; anomaly detection flags idle or spiking GPU resources.
- 03
Hugging Face usage sits beside your other AI spend in one view.
What makes this work?
Every model you run, in one lens.
Usage by base model, project and user, in tokens and in API-equivalent value. Estimated and billed usage stay separate, so the numbers never double-count and never pretend to be your invoice.
Business plan
How it worksCatch the spike the day it starts.
StackSpend learns what normal looks like per provider, account and service, then flags the day something breaks pattern, with a severity and an owner. Each one carries a lifecycle, so it gets closed.
How it worksSee this running against your own bill by tomorrow morning.
Read-only · 5 minutes per provider
Who uses this?
- Product and engineering teams that need model-level visibility before AI bills surprise them.
- Buyers consolidating OpenAI, Anthropic, Claude, Cursor, or open-model spend into one operating view.
- Teams that need alerts and forecasting, not just retrospective usage dashboards.
What does StackSpend track?
- Endpoint, Space, and Job usage
- GPU hardware type and runtime
- Usage tied to cost
- Daily signal and anomaly alerts
- 90 days of usage history
When does this use case fire?
- A GPU endpoint is left running after testing
- A Space stays on after a demo ends
- A Job runs longer than planned
- Traffic shifts from prototype to production
Hugging Face GPU usage is easy to leave running after testing.
Usage and cost are hard to tie to a specific endpoint or hardware type.
There is no signal when a GPU resource runs idle.
How does StackSpend do this?
Hugging Face billing views is built for different jobs. Here is what StackSpend adds.
Hugging Face billing views
- Usage hard to tie to endpoint or hardware
- No idle-resource signal
- No anomaly alert when usage spikes
- No combined AI view
StackSpend
- Usage by endpoint, Space, and hardware type
- Idle GPU resources surfaced
- Anomaly detection per resource
- Daily signal in one AI view
Native tools show you last month. StackSpend tells you tomorrow.
Hugging Face Usage Monitoring starts from day one — no manual setup and no threshold tuning required.
Read-only access · Flat plans, never a % of your bill · No credit card required
What do you get when you connect?
- Setup time
- Most teams can connect and validate setup in about 5-10 minutes.
- Access model
- Read-only credentials only. StackSpend does not modify provider resources or billing settings.
- Signals
- Daily Slack or email updates, anomaly alerts, and budget tracking in one workflow.
- History and forecast
- Historical spend context plus pace-to-forecast so overruns are visible before month-end.
Hugging Face Usage Monitoring, answered
How do I monitor Hugging Face usage?
StackSpend tracks usage by Inference Endpoint, Space, Job, and GPU hardware type tied to cost, with a daily signal and anomaly alerts when a GPU-backed resource runs without matching traffic.
Can I find idle GPU usage?
Yes. StackSpend surfaces endpoints and Spaces with steady cost and little traffic so idle GPU resources are easy to spot.
What does StackSpend track for Hugging Face?
Endpoint, Space, and Job usage; GPU hardware type and runtime; and usage tied to cost across your organization billing.
Tomorrow morning: one number, in Slack.
Connect read-only today. Hugging Face Usage Monitoring starts from day one — no manual setup, no threshold tuning required.