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Document ingestion pipelines
Production parsing, chunking, and re-index jobs for PDFs, tables, and messy enterprise docs.
TrialLLMOpsNew
- Why this ring
- Naive splitters destroy tables and scans. Ingestion quality dominates RAG quality more than model choice.
- Production risk if ignored
- Wrong chunks → wrong citations; enterprise users lose trust after one bad answer.
- Typical effort
- weeks
- Medium FinOps impact
Use cases
- Policy doc Q&A
- Contract search
- Knowledge base RAG
Adoption steps
- Sample real customer documents
- Choose parser for tables/OCR
- Version chunking config
- Reindex on source change with eval gate
Related tools
In your assessment
Ingestion quality sample + reindex runbook