10 researched use cases
Get your bearings in an unfamiliar codebase
Use a coding assistant to map a project, explain unfamiliar modules and prepare questions before making changes.
Turn a small coding task into a reviewable change
Work with a coding agent on a bounded task, then inspect the diff and run the project’s actual checks.
Explore your documents with source-aware chat
Open WebUI documents retrieval over uploaded documents, allowing you to ask questions alongside your own materials.
Turn documents into readable Markdown
We converted a sample Word document with Microsoft MarkItDown. Headings, lists, tables, dates and links survived; the page header and footer did not. Here is how to check your own result.
Sketch an AI workflow before writing the integration
Langflow provides a visual workflow editor and a documented route to expose flows through an API.
Prototype an assistant for a document collection
Dify documents a retrieval pipeline that spans document ingestion and retrieval within an AI application.
Keep a human decision inside an AI workflow
n8n documents multi-step workflows with logic, AI tools and human approvals, making review part of the process.
Explore speech-to-text with an open model pipeline
The Transformers README includes a speech-recognition pipeline example using a Whisper model.
Try image classification with a documented pipeline
The Transformers project demonstrates loading an image-classification model through its high-level pipeline interface.
Try a model conversation on your own infrastructure
Ollama documents a chat API and command-line model workflow, with local execution available for compatible models.