Fireworks AI vs GMI Cloud

Text, vision, audio, image, and embedding models, including recent releases such as Kimi K3, GLM 5.2, DeepSeek V4, MiniMax M3, and Qwen3.7 Plus

Industry-leading throughput and latency with fast inference engine

SFT, DPO, and reinforcement fine-tuning of models up to 1T+ parameters, from guided runs through writing your own trainer and RL loop

Drop-in replacement for closed-model APIs - change the base URL to migrate, with the same SFT data format for fine-tuning

H100, H200, B200, B300, and GB300 deployments with per-second billing and autoscaling

Async bulk inference jobs run at scale for less than standard serverless requests

OpenAI-compatible endpoints for LLM and multimodal models with request batching and scaling to zero

Managed Kubernetes clusters, container instances, and bare-metal servers with RDMA-ready networking

GB200 available and GB300 on pre-order alongside H100, H200, and B200 systems

Visual workflow builder for multi-step model pipelines plus a marketplace for publishing and using AI agents

Both hourly on-demand capacity and longer-term committed reservations are published