# Docling vs Unstructured: 2026 Empirical Benchmark & Cost Shootout

> **Direct Answer (October 2026 Verdict)**: Docling wins on 96.8% local PDF table accuracy, 2.1x faster GPU layout parsing, and 97.2% lower OCR cost ($0.28/1k pages vs $10/1k cloud pages) (94.8), while Unstructured wins when ingesting 25+ heterogeneous enterprise formats (PPTX, XLSX, EML, HTML, SharePoint) via managed connectors (91.0).

- **Category**: Enterprise Document RAG Ingestion & ETL Shootout
- **Canonical URL**: https://exactbaseline.com/vs/docling-vs-unstructured
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## Docling Key Advantages
- Cuts 250k-page monthly PDF RAG ingestion spend from $2,500/mo to $70/mo (-97.2%) on local GPU
- 96.8% TableFormer accuracy vs 90.2% on dense financial and scientific PDF tables
- 100% air-gapped MIT execution with zero external API telemetry

## Unstructured Key Advantages
- 15,570+ GitHub stars supporting 25+ document types including legacy Office, emails, and Notion/S3
- Turnkey chunking-by-title and embedding pipelines for Pinecone, Qdrant, and Milvus
- Managed enterprise platform with RBAC and scheduled connector syncs