LlamaParse 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 | LlamaParse | Unstructured |
|---|---|---|
| Overall | 8.2 | 8.1 |
| Capability fit | 9.0 | 8.4 |
| Price / performance | 7.8 | 8.2 |
| Latency / reliability | 8.4 | 8.2 |
| Developer & agent DX | 8.8 | 8.0 |
| Privacy / data retention | 8.0 | 8.6 |
| Lock-in risk (higher = worse) | 4.8 | 3.8 |
| Maturity / track record | 8.2 | 8.2 |
| Pricing | As of 2026-09-14 (llamaindex.ai/pricing + developers.llamaindex.ai): 1,000 credits = $1.25 (NA/EU). Free 10k credits/mo; Starter $50/mo (40k credits); Pro 400k credits. v2 parse tiers: Fast 1 / Cost-effective 3 / Agentic… | 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 | Depot pick for document-parse (PDF/Office → LLM-ready markdown/JSON). Unstructured when you need ETL… | Best when you want connector-heavy document ETL or to self-host the OSS partitioner. LlamaParse remains the… |
LlamaParse
Depot pick for document-parse (PDF/Office → LLM-ready markdown/JSON). Unstructured when you need ETL connectors/VPC pipelines; Reducto when agentic extraction accuracy on nasty forms beats LlamaParse in a bake-off. Strengths: Default parser in the LlamaIndex agent ecosystem; Tiered accuracy/cost (Fast→Agentic Plus) wit
Strengths
- Default parser in the LlamaIndex agent ecosystem
- Tiered accuracy/cost (Fast→Agentic Plus) with auto mode
- 130+ file types + extract/classify/split on the same credit meter
Weaknesses
- Credit math is easy to blow on Agentic Plus (45 cr/page ≈ $0.056/page)
- Not OSS (LlamaIndex framework is; LlamaParse is commercial)
- Retention/cache defaults need a privacy pass
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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