Overview
Strengths & Best For
HIGHRESO is a Japanese GPU cloud operating from its own data centers in Japan, offering H100 and A100 instances with competitive on-demand pricing and Japanese data residency for APAC-based AI teams. On-demand and reserved billing options are available, making it a reliable option for Japanese enterprises and APAC teams that need GPU compute within Japan's borders for compliance or latency reasons. One of the few dedicated GPU clouds with Japanese data residency.
- Japanese data residency
- Owned data centers in Japan
- H100 and A100 availability
- APAC-optimized latency
- Single-country provider — no global coverage
- Smaller scale vs hyperscalers
- Limited English documentation
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Novita has grown into a dual-product platform: a GPU cloud for training and fine-tuning (H100 SXM, A100, RTX 4090) and a high-volume LLM inference API serving 100+ open-source models at some of the lowest per-token rates in the market. In 2025–2026 Novita expanded its model catalog to include Llama 3.1/3.2, Qwen 2.5, DeepSeek V3/R1, and Mistral variants, and introduced batch inference pricing for high-volume workloads at up to 50% discount. The GPU cloud side offers fast provisioning (typically under 3 minutes), pre-built Docker environments for PyTorch and JAX, and persistent storage volumes. A practical choice for cost-conscious teams that want both raw GPU access and a cheap inference API from one provider.
- Among the lowest per-token LLM inference pricing in the market
- Batch inference API at up to 50% discount for high-volume workloads
- 100+ open-source models including Llama 3.2, Qwen 2.5, DeepSeek R1
- Fast GPU provisioning — typically under 3 minutes
- Pre-built PyTorch and JAX environments reduce setup time
- Smaller provider — cluster scale limited vs CoreWeave or Lambda for very large jobs
- Inference API latency trails Fireworks and Cerebras on speed benchmarks
- Less mature enterprise support and SLA options
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Key differences
HIGHRESO
Japanese GPU cloud from owned data centers — H100 and A100
Novita
GPU cloud and LLM inference API — H100, A100, and 100+ open-source models