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LlamaParse / LlamaCloud comparison
LlamaIndex offers hosted document APIs with citations and confidence metadata. Our assessment: LlamaParse / LlamaCloud is the better fit when you need parsing, classification, splitting and retrieval together. This API focuses on extracting business documents and applying the checks appropriate to each document type.
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At a glance
| Aspect | LlamaParse / LlamaCloud | Arkrel |
|---|---|---|
| Product surface | Separate Parse, Extract, Index, Classify and Split APIs | Extraction and verification for five built-in document types and custom schemas |
| Citations / source linking | Optional page, text and bounding-box citations, plus parsing, extraction and combined confidence scores | Field values include a source page and confidence; text spans and bounding boxes are optional |
| Pricing model | Credits consumed by action; verified plan details below | Starter: $29/month for 1,000 pages, then $15 per 1,000 pages of overage |
| Processing controls | Parse supports timeouts and an allowed page-failure ratio | succeeded, partial, needs_review and failed states; a watchdog handles overdue processing |
| Workflow fit (our assessment) | Document pipelines that also need classification, splitting or indexed retrieval | Business-document workflows needing applicable line-item, total, bank-balance and row-count checks |
Sourced facts
LlamaIndex documents separate Parse, Extract, Index, Classify and Split APIs. Index provides managed ingestion, embeddings and retrieval for RAG.
https://developers.llamaindex.ai/llamaparse/The US pricing page lists Free at $0/month with 10,000 credits, Starter at $50/month with 40,000 credits, Pro at $500/month with 400,000 credits and custom Enterprise pricing. It states $1.25 per 1,000 credits; credit use depends on the action.
https://www.llamaindex.ai/pricingExtract can return source pages, text and bounding boxes, and parsing, extraction and combined confidence scores. Enable citations and confidence separately in the configuration.
https://developers.llamaindex.ai/llamaparse/extract/guides/extensions/Parse documents configurable timeouts and allowed_page_failure_ratio among its job-failure conditions.
https://developers.llamaindex.ai/llamaparse/parse/guides/configuring-parse/LlamaCloud connectors support Google Drive, SharePoint, S3 and Confluence on plans with folder syncing.
https://developers.llamaindex.ai/llamaparse/connectors/The LlamaParse Platform n8n node supports parsing, extraction, classification, splitting and chat with an Index.
https://developers.llamaindex.ai/llamaparse/for-agents/integrations/n8n/
Read Arkrel’s document types and checks, result reason codes and pricing.
Caveats
Extract versions after 2026-03-31 do not return per-field reasoning strings. Check version-dependent metadata before integrating.
https://developers.llamaindex.ai/llamaparse/extract/guides/extensions/Credits and pages are different billing units. The listed allowances do not establish a like-for-like cost or accuracy ranking.
https://www.llamaindex.ai/pricingThis API's arithmetic checks depend on document type and available fields. Custom schemas do not receive the built-in document types' arithmetic checks.
This is a documentation comparison, not a shared-document benchmark. Test the same representative documents and required checks before choosing.