Reducto vs Unstructured
Agent-native side-by-side. Scores are curated estimates on a 0–10 scale. Lock-in: higher = worse. Prefer JTBD picks via /api/decide when choosing for a job.
| Dimension | Reducto | Unstructured |
|---|---|---|
| Overall | 8.0 | 8.1 |
| Capability fit | 9.0 | 8.4 |
| Price / performance | 7.2 | 8.2 |
| Latency / reliability | 8.2 | 8.2 |
| Developer & agent DX | 8.4 | 8.0 |
| Privacy / data retention | 8.6 | 8.6 |
| Lock-in risk (higher = worse) | 4.5 | 3.8 |
| Maturity / track record | 7.4 | 8.2 |
| Pricing | As of 2026-09-14 (reducto.ai/pricing): Standard $150 free usage then list: r-1 Parse $10 / 1k pages, Extract $20, Deep Extract $40, Split $20, Classify $7.50, Edit $60 ($15 pre-filled). Growth = volume + ZDR/BAA + EU/AU … | As of 2026-09-14 (unstructured.io/pricing): 10,000 free pages (no card), then hosted API $0.015/page, all features included. Business = custom dedicated instance / VPC / multi-tenant. OSS library remains free to self-hos… |
| Tagline | Use when LlamaParse Agentic still drops tables/forms. Depot still picks LlamaParse for default document-parse… | Best when you want connector-heavy document ETL or to self-host the OSS partitioner. LlamaParse remains the… |
Reducto
Use when LlamaParse Agentic still drops tables/forms. Depot still picks LlamaParse for default document-parse DX/ecosystem. Strengths: Strong agentic parse/extract on messy forms and tables; Clear per-1k-page endpoint card; EU/AU residency + ZDR on Growth.
Strengths
- Strong agentic parse/extract on messy forms and tables
- Clear per-1k-page endpoint card
- EU/AU residency + ZDR on Growth
Weaknesses
- Extract/Edit SKUs get expensive vs LlamaParse Fast/Cost-effective
- Younger ecosystem than LlamaIndex
- Studio seat cap (5) on Standard
Unstructured
Best when you want connector-heavy document ETL or to self-host the OSS partitioner. LlamaParse remains the agent-builder default parser; Reducto for max extraction accuracy. Strengths: Simple $0.015/page hosted card + generous OSS self-host; Broad source/destination connectors for RAG ETL; Partition strategies (Fast/H
Strengths
- Simple $0.015/page hosted card + generous OSS self-host
- Broad source/destination connectors for RAG ETL
- Partition strategies (Fast/Hi-Res/VLM) without credit gymnastics
Weaknesses
- Agentic form/table quality often trails LlamaParse/Reducto in bake-offs
- Business SKU is sales-led
- Hosted vs OSS feature split confuses first-time buyers
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