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Guides

The guides are organized by task. Find what you want to do below; each guide covers one job from start to finish and links to the reference for every setting it uses.

I want to... Guide
Decide which settings to change Configuring OntoCast
Start from a ready configuration for my job Recipes
Call OntoCast from my own agent or LangGraph workflow Embedding OntoCast in your agent
Tell OntoCast what to focus on in my documents Writing user instructions
Choose how each part of a document gets its ontology Choosing ontology context
Validate extracted facts against SHACL shapes Validation and SHACL
Keep graphs after the process exits Triple stores
Keep several users' or projects' data apart Tenancy
Avoid paying twice for the same LLM call LLM caching
Make runs faster or cheaper Performance tuning
Understand what a run cost and where it struggled Reading run telemetry
Fix output that is missing or wrong Troubleshooting

New to OntoCast? Start with the Quick start and How OntoCast works.