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Use Cases

Ship it on Beam

Pick the use-case you want — Beam runs the compute, with zero infrastructure to manage.

Inference

Deploy open-source LLMs

Serve open-source LLMs behind an autoscaling, OpenAI-compatible API.

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Training & Fine-tuning

Fine-tune models on GPUs

LoRA and QLoRA fine-tuning on serverless GPUs.

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Inference

Turn ComfyUI workflows into production APIs

Turn ComfyUI workflows into autoscaling API endpoints.

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Training & Fine-tuning

Run GPU training jobs on-demand

Start training runs on cloud GPUs from Python — pay only while they run.

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Task Queues

Fan out batch jobs across thousands of containers

Fan out batch inference and ETL across thousands of containers.

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Inference

Run Stable Diffusion and Flux as an API

Host SDXL, Flux, and custom checkpoints behind an autoscaling API.

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Inference

Deploy any Hugging Face model as an API

From model ID to live, autoscaling endpoint with one Python file.

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Inference

Run Whisper transcription behind your own API

On-demand Whisper transcription behind an autoscaling API.

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Inference

Serve embedding models for your RAG stack

Host embedding and reranking models on your own endpoints.

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Inference

Run text-to-speech behind a managed API

Serve open TTS models with hosted audio outputs.

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Sandboxes

Give your AI agents a safe place to run code

Isolated sandboxes for agent-generated code, booting in seconds.

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Sandboxes

Sandboxes for RL rollouts at scale

Forkable, restorable sandboxes for reinforcement learning rollouts.

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Batch Processing

Run OCR and document extraction at scale

Private OCR and extraction pipelines, one container per document.

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Inference

Deploy computer vision models at scale

Detection, segmentation, and classification behind managed APIs.

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Inference

Generative media on serverless GPUs

Text-to-video on H100s — no reserved GPUs, hosted outputs.

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$30 free creditrefreshed monthly

Start shipping on infra
you won’t outgrow.

Run sandboxes and GPU workloads on your cloud, and scale out to ours when you need to. No infra to manage.