Fireworks AI vs Google 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

Scalable virtual machines with a wide range of machine types, including GPUs.

Managed Kubernetes service for deploying and managing containerized applications.

Event-driven serverless compute platform.

Fully managed serverless platform for containerized applications.

Unified ML platform for building, deploying, and managing ML models.

Spare compute capacity at discounted Spot prices, suitable for fault-tolerant workloads that can be interrupted.