LLM Orchestration

LlamaIndex

Leading framework for building LLM-powered agents over your data.

Status
Generally available
Last checked
Checked · Oct 15, 2026
License
Open source
Pricing
Free tier · from $0

What it is

LlamaIndex is a powerful framework that enables developers to build applications leveraging large language models. It simplifies the process of integrating and managing data with AI capabilities, making it easier to create intelligent agents.

LlamaIndex stands out by providing a flexible and easy-to-use framework specifically designed to integrate large language models with various types of data sources, making it ideal for developers looking to build intelligent agents without the complexity.

When it fits — and when it doesn’t

A good fit for

  • Teams building RAG applications who need a flexible framework to integrate large language models with their datasets.

  • Data science teams looking for an easy way to leverage LLMs in their projects without extensive setup.

Look elsewhere if

  • Projects requiring real-time data processing and streaming capabilities, as the framework is optimized for batch operations.

  • Teams that prefer a fully managed service over self-hosting solutions.

Known weaknesses

Each one links to the public issue, changelog or docs page it came from, where we have one.

  1. 01

    The project's primary development focus has shifted away from the open-source orchestration framework toward commercial document parsing products.

    The README explicitly states that while the OSS framework is still available, the company's primary focus has shifted to LlamaParse and LiteParse, indicating reduced investment in the core orchestration capabilities.

What it does well

  • Simplifies integration of large language models with data.

  • Supports building intelligent agents over structured and unstructured data.

  • Flexible architecture for customizing agent behavior.

Pricing

Free tier
YesOpen source — free to use
Paid from
$0
Model
Flat rate
Enterprise plan
No

Pricing not independently confirmed — check the vendor’s page.

Performance benchmarks

How Fast Is It?

Set up LlamaIndex

Setup steps, common gotchas and what to check after 30 days.

Open the setup guide →
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LlamaIndex — tracked on AI Navigator

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