LlamaIndex

Strong

by LlamaIndex, Inc. · founded 2022 · updated Sep 2026

LlamaIndex specializes in connecting LLMs to data: ingestion, parsing (LlamaParse), indexing and retrieval, plus agent workflows over enterprise knowledge. LlamaCloud offers the managed path from documents to production RAG.

Agent FrameworksOpen SourceEstablishedFrom Free / LlamaCloud from $50 per month
81.9TIP Score
Strong

The score, taken apart

Fixed weights, sources attached, the formula

Cap 83Val 86Sec 77Int 88Mat 76Mom 78
Capability(30%)83
Value for Money(15%)86
Security & Compliance(15%)77
Integrations & Ecosystem(15%)88
Maturity & Reliability(10%)76
Momentum(15%)78

Best for

  • ◆Enterprise document Q&A
  • ◆Complex PDF/table extraction
  • ◆Knowledge-grounded agents

Key integrations

LlamaParseLlamaCloudMajor vector storesAll major LLMs300+ data loaders

Strengths

  • +Best-in-class document parsing for complex PDFs and tables
  • +Purpose-built for retrieval quality over enterprise data
  • +Clean workflow abstractions for agentic RAG

Limitations

  • -Narrower scope than general agent frameworks
  • -Managed cloud pricing based on credits needs monitoring
  • -Overlap with LangChain forces an ecosystem choice

Evidence behind this score

Each score is built from the claims below. This is a snapshot, so check the current terms with the vendor before you commit to anything.

3 of 4 claims below are past their re-check window. Pricing, availability and security details move fast, so confirm those with the vendor.

ClaimSourceChecked
LlamaParse handles complex tables, charts and scanned docs· re-checkLlamaIndex documentationMay 2025
Workflows 1.0 released for event-driven agent orchestration· re-checkLlamaIndex blogJun 2025
SOC 2 Type 2 for LlamaCloud· re-checkLlamaIndex trust pageApr 2025
LlamaCloud runs a four-tier credit system: Free (10,000 credits/mo), Starter $50/mo (40,000 credits), Pro $500/mo (400,000 credits) and custom Enterprise, with an AWS Marketplace enterprise contract path around $30K/year and a VPC deployment option for private environmentsLlamaIndex pricing page; independent pricing trackersSep 2026

Intelligence on LlamaIndex

Researchmedium impactNov 5, 2025

RAG quality studies highlight parsing as the biggest lever

Multiple evaluations found document parsing quality moves retrieval accuracy more than embedding model choice, validating investment in parsing layers like LlamaParse before swapping vector stores.

LlamaIndexPineconeWeaviateApplied research publications

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