> ## Documentation Index
> Fetch the complete documentation index at: https://runcrate.ai/docs/llms.txt
> Use this file to discover all available pages before exploring further.

# Examples

> Recipes that chain Runcrate's models and GPUs into whole pipelines, each run end to end with its measured cost.

Each recipe chains several of Runcrate's pieces: text, vision, image, video, speech, transcription and embedding models on one key, and GPU jobs, instances, schedules, volumes and webhooks when the work needs a machine. Every one was run end to end on 2026-10-23, and its page shows what each step cost and how long it took.

To build one, paste its line into your coding agent. The agent sets up your key and writes the pipeline into your project.

## Media

[Podcast to social clips
Transcript, highlight picks, captions, cover art, a spoken intro and image-to-video, cut into vertical clips.](https://runcrate.ai/docs/examples/recipes/podcast-to-clips.md)

[Product photo to video ad
Vision reads the product, a model writes the script, image edits set the scenes, Kling animates one, a voice narrates.](https://runcrate.ai/docs/examples/recipes/product-photo-to-video-ad.md)

[Storyboard to animatic
A storyboard, consistent shot images, generated motion where it matters, narration, concatenated.](https://runcrate.ai/docs/examples/recipes/storyboard-to-animatic.md)

[Image moderation
A safety model, a vision model that boxes faces, plates, IDs and screens, ffmpeg blur, an audit log.](https://runcrate.ai/docs/examples/recipes/image-moderation.md)

## Voice

[Voice agent
Transcription, a streaming tool-calling model, and speech that starts while the model is still writing.](https://runcrate.ai/docs/examples/recipes/voice-agent.md)

[Video dubbing
Transcribe, translate to the timing, voice each line, transcribe the dub back to check it, mux.](https://runcrate.ai/docs/examples/recipes/video-dubbing.md)

[Meeting to action items
Transcript with timestamps, action items as checked JSON on the free tier, an email and a calendar invite.](https://runcrate.ai/docs/examples/recipes/meeting-to-action-items.md)

## Documents and RAG

[Docs Q\&A with citations
bge-m3 embeddings, a content-hash cache, retrieval, and a streamed answer that cites its sources.](https://runcrate.ai/docs/examples/recipes/docs-qa-citations.md)

[Nightly embed schedule
A schedule, a job, a volume and a webhook: only changed pages are embedded each night.](https://runcrate.ai/docs/examples/recipes/nightly-embed-schedule.md)

[Receipts to webhook
A vision model with a strict JSON schema, an arithmetic check, escalation, a signed webhook.](https://runcrate.ai/docs/examples/recipes/receipts-to-webhook.md)

## Agents

[Model arena and router
Fan out to five models, grade with answers and a judge, write a routing table, route.](https://runcrate.ai/docs/examples/recipes/model-arena-router.md)

[Agent runs ComfyUI on a GPU
Over the MCP server: rent a GPU, install ComfyUI, queue a graph, download the image, delete the GPU.](https://runcrate.ai/docs/examples/recipes/agent-rents-gpu-comfyui.md)

[Claude Code on the free tier
Claude Code on DeepSeek V4.1 Flash for free, running your CUDA tests as a GPU job over MCP.](https://runcrate.ai/docs/examples/recipes/claude-code-free-tier.md)

## Training and serving

[LoRA: data, train, serve, score
Teacher-written data, a LoRA on a GPU job, vLLM serving base and adapter, a judge on the API.](https://runcrate.ai/docs/examples/recipes/lora-finetune-serve-eval.md)

## Single-model guides

Guides for one model or one product at a time are in the sidebar: [text and agents](https://runcrate.ai/docs/examples/claude-api-open-source.md), [vision and documents](https://runcrate.ai/docs/examples/vision-api.md), [images](https://runcrate.ai/docs/examples/image-generation-api.md), [video](https://runcrate.ai/docs/examples/kling-video-api.md), [speech](https://runcrate.ai/docs/examples/text-to-speech-api.md), and [GPUs](https://runcrate.ai/docs/examples/vllm-inference-server.md).


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