Cerebrium vs White Fiber: GPU Compute Price Comparison
Side-by-side comparison of GPU compute pricing, regions, billing models, and strengths for Cerebrium and White Fiber. Updated July 2026.
Provider Overview
Strengths & Best For
Cerebrium is a serverless ML infrastructure platform that deploys H100, A100, and T4 GPU workloads in seconds using custom containers, enabling real-time LLM inference and fine-tuned model serving without managing any infrastructure. Per-second billing and fast cold starts make it highly cost-efficient for bursty AI inference APIs and model deployment pipelines. A top choice for ML teams that want to ship production inference endpoints quickly with minimal DevOps overhead.
- Serverless deployment
- Fast cold starts
- Custom containers
- Simple pricing
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
Cerebrium — specialist provider
Cerebrium is a serverless ML infrastructure platform that deploys H100, A100, and T4 GPU workloads in seconds using custom containers, enabling real-time LLM inference and fine-tuned model serving without managing any infrastructure. Per-second billing and fast cold starts make it highly cost-efficient for bursty AI inference APIs and model deployment pipelines. A top choice for ML teams that want to ship production inference endpoints quickly with minimal DevOps overhead.
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
Cerebrium uses a Per-second usage 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
Cerebrium is best suited for: Real-time inference APIs, Model deployment, Serverless AI. Its key strengths are serverless deployment, fast cold starts, custom containers. 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
Cerebrium offers Standard support across 2 regions (US, EU). White Fiber offers Standard support across 1 region (EU). Cerebrium's broader region footprint gives it an advantage for latency-sensitive workloads or teams with data residency requirements in specific geographies.
Provider background: Cerebrium vs White Fiber
Cerebrium was founded in 2022 and is headquartered in Cape Town, South Africa. White Fiber was founded in 2022 and is headquartered in Europe. Both providers were founded in the same year — evaluate them on current pricing, region coverage, and support tier rather than operational history. 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.