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Banana

Serverless GPU inference with built-in model serving

4.5(328 reviews)usage-basedFounded 2026
gpu availableus datacenterapi access

Banana is an ML model inference hosting platform. Deploy any model in a Docker container with fast warm-up. Pay-per-request pricing. Good for teams building AI product features.

Banana provides serverless GPU infrastructure specifically designed for ML inference workloads. Features include pre-packaged model templates, flexible Python-based inference servers, automatic scaling based on demand, and pay-per-use pricing. Differentiator: optimized for inference latency and cost efficiency compared to general-purpose serverless platforms.

Pros

  • Deploy ML models without managing servers or Kubernetes clusters
  • Access multiple GPU types (NVIDIA T4, A40, A100) for different performance needs
  • Use built-in model templates for common frameworks (PyTorch, TensorFlow, Hugging Face)
  • Scale automatically from zero to handle traffic spikes

Cons

  • Limited to inference workloads; not suitable for long-running batch jobs
  • Colder starts and potential latency compared to dedicated GPU instances
  • Smaller ecosystem and community compared to AWS or Google Cloud

Best For

ML engineers and startups needing cost-effective serverless GPU inference without DevOps overhead

Pricing

Pay As You Go

Free
  • Core features included

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