Modal vs White Fiber: GPU Compute Price Comparison
Side-by-side comparison of GPU compute pricing, regions, billing models, and strengths for Modal and White Fiber. Updated July 2026.
Provider Overview
Strengths & Best For
Modal is a serverless GPU cloud that lets Python developers run H100, A100, and T4 workloads with a simple decorator-based API and zero infrastructure management — cold starts measured in seconds. Per-second billing means you only pay for actual compute time, making it highly cost-efficient for bursty AI inference, LLM serving, and batch ML jobs. The go-to on-demand GPU cloud for ML engineers who want to ship fast without touching DevOps.
- Zero infra management
- Instant cold starts
- Python-native API
- Per-second billing
White Fiber is a European GPU cloud offering H100 and A100 instances with EU data sovereignty, GDPR compliance, and competitive on-demand pricing for AI training and inference workloads across European data centers. Straightforward billing and European infrastructure make it accessible for EU-based AI teams that need GDPR-compliant GPU compute without routing data outside European borders. A practical European on-demand GPU cloud for teams that prioritize data sovereignty and transparent pricing.
- European presence
- Data sovereignty
- Competitive pricing
Live GPU Pricing
Region Coverage
Popular Comparisons
Modal — specialist provider
Modal is a serverless GPU cloud that lets Python developers run H100, A100, and T4 workloads with a simple decorator-based API and zero infrastructure management — cold starts measured in seconds. Per-second billing means you only pay for actual compute time, making it highly cost-efficient for bursty AI inference, LLM serving, and batch ML jobs. The go-to on-demand GPU cloud for ML engineers who want to ship fast without touching DevOps.
White Fiber — specialist provider
White Fiber is a European GPU cloud offering H100 and A100 instances with EU data sovereignty, GDPR compliance, and competitive on-demand pricing for AI training and inference workloads across European data centers. Straightforward billing and European infrastructure make it accessible for EU-based AI teams that need GDPR-compliant GPU compute without routing data outside European borders. A practical European on-demand GPU cloud for teams that prioritize data sovereignty and transparent pricing.
Billing model comparison
Modal uses a Per-second serverless billing model with a minimum commitment of None. White Fiber uses On-demand billing with a None minimum. Both providers offer flexible billing options — compare the live pricing table above to find the best rate for your specific GPU model and workload duration.
Which workloads each provider suits best
Modal is best suited for: ML engineers, Serverless inference, Rapid prototyping, Python-first teams. Its key strengths are zero infra management, instant cold starts, python-native api. White Fiber is best suited for: European AI teams, GDPR workloads, Cost-sensitive projects. Its key strengths are european presence, data sovereignty, competitive pricing. Both providers target similar workload profiles — the live pricing table above is the most reliable way to determine which offers better value for your specific GPU model and region requirements.
Support tiers and region coverage
Modal offers Community → Enterprise support across 2 regions (US-East, US-West). White Fiber offers Standard support across 1 region (EU). Modal's broader region footprint gives it an advantage for latency-sensitive workloads or teams with data residency requirements in specific geographies.
Provider background: Modal vs White Fiber
Modal was founded in 2021 and is headquartered in New York, NY. White Fiber was founded in 2022 and is headquartered in Europe. Modal has 1 years more operational history than White Fiber, which may matter for teams evaluating provider stability and long-term contract risk. Use the live pricing table above to compare current on-demand and spot rates for specific GPU models, and the region map to verify coverage in your target geography.