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LlamaIndex

What LlamaIndex does

LlamaIndex is a developer and enterprise platform for building AI agents over unstructured enterprise content—particularly documents—by turning raw files into “agent-ready” structured data and providing orchestration primitives for retrieval, synthesis, and workflow execution. Its product direction has shifted from being primarily a library for retrieval-augmented generation (RAG) to being a broader “document-to-agents” infrastructure stack that includes agentic document processing (agentic OCR/extraction) and systems for building and running document workflows.

News

Company record

Aug 11, 2026 · Official · LlamaIndexAnnouncing ExtractBench: The Most Comprehensive Benchmark for Data Extraction from Enterprise Documents

LlamaIndex introduced ExtractBench as an open document-extraction benchmark, describing dataset scope, methodology, and the goal of evaluating extraction quality for enterprise document processing and agentic workflows.

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2026-07-?? · Official · LlamaIndexMarkdown Comes to LiteParse

LlamaIndex announced markdown support/tiering for LiteParse, including a note on benchmark-driven scope and instructions to install LiteParse across multiple runtimes (Node, Python, Rust, WASM).

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Jun 29, 2026 · Official · LlamaIndexAnnouncing Retrieval Harness

LlamaIndex announced an expansion of LlamaParse Index with a Retrieval Harness designed to provide filesystem primitives, visual layout preservation, managed indexes, and pipeline observability for enterprise document agent navigation.

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Jun 09, 2026 · Official · LlamaIndexAnnouncing Granular Bounding Boxes in LlamaParse

LlamaIndex announced granular bounding boxes in LlamaParse to improve attribution precision for extracted values in dense enterprise documents.

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Feb 26, 2026 · Official · LlamaIndexCreate a Deal Sourcing Agent with LlamaAgents Builder

LlamaIndex described creating a deal sourcing agent using LlamaAgents Builder, using LlamaParse products for extraction/classification inputs into document-related workflows.

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Feb 12, 2026 · Official · LlamaIndexLong Horizon Document Agents

Jerry Liu discussed the shift toward long-horizon document agents, framing the opportunity for document-based knowledge work automation that can iterate over time and respond to changing context.

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Jan 15, 2026 · Official · LlamaIndexFiles Are All You Need

LlamaIndex discussed how “files” function as a core interface/abstraction for agentic systems—supporting long-running context, retrieval of external context at scale, and providing a way to equip agents with skills.

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Mar 04, 2025 · Official · PR Newswire (LlamaIndex)LlamaIndex Secures $19 Million Series A to Power Enterprise-Grade Knowledge Agents

LlamaIndex announced a $19 million Series A led by Norwest Venture Partners with participation from Greylock, alongside the launch and general availability of LlamaCloud.

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Source map · 2 recurring channels · 61 references
LlamaIndexOfficial Site · monitor↗MTS Frontier / Control RoomCurated Feed · monitor↗docs.llamaindex.aiOfficial Reference · reference↗llamaindex-marketing-website-clone.pr.staging.llamaindex.aiOfficial Reference · reference↗Official company sourceOfficial Reference · reference↗PR Newswire (LlamaIndex)Official Reference · reference↗sec.govRegulatory · reference↗aclanthology.orgReporting · reference↗ai.engineerReporting · reference↗aiguerrilla.netReporting · reference↗aistackcurrent.comReporting · reference↗aiunplugged.ioReporting · reference↗aiwiki.aiReporting · reference↗aws.amazon.comReporting · reference↗axios.comReporting · reference↗cbinsights.comReporting · reference↗channele2e.comReporting · reference↗checkthat.aiReporting · reference↗clay.comReporting · reference↗crunchbase.comReporting · reference↗d1.awsstatic.comReporting · reference↗datocms-assets.comReporting · reference↗digg.comReporting · reference↗digicoll.lib.berkeley.eduReporting · reference↗e1.nmcdn.ioReporting · reference↗eaidb.orgReporting · reference↗elpais.comReporting · reference↗en.wikipedia.orgReporting · reference↗eu-assets.contentstack.comReporting · reference↗files.pitchbook.comReporting · reference↗finsmes.comReporting · reference↗forbes.comReporting · reference↗forgeglobal.comReporting · reference↗gaebler.comReporting · reference↗greenhouse.comReporting · reference↗greylock.comReporting · reference↗itpro.comReporting · reference↗kiplinger.comReporting · reference↗kpmg.comReporting · reference↗linkedin.comReporting · reference↗medium.comReporting · reference↗morganpartners.comReporting · reference↗neuronfeed.comReporting · reference↗news.ycombinator.comReporting · reference↗outlierventures.ioReporting · reference↗pages.awscloud.comReporting · reference↗parsers.vcReporting · reference↗press.aboutamazon.comReporting · reference↗prnewswire.comReporting · reference↗reddit.comReporting · reference↗runacap.comReporting · reference↗s21.q4cdn.comReporting · reference↗seedtable.comReporting · reference↗settervc.comReporting · reference↗startup-index.comReporting · reference↗startupintros.comReporting · reference↗stockinsights-ai.s3.amazonaws.comReporting · reference↗svtr.aiReporting · reference↗time.comReporting · reference↗tipranks.comReporting · reference↗uwaterloo.caReporting · reference↗wsj.comReporting · reference↗yespress.ioReporting · reference↗

Still resolving: Newsroom · Official X

Funding

Latest disclosed valuationNot disclosed
Tracked capital$27.5M3 sourced rounds
DateRoundRaisedValuationLead / investorsEvidence
May 01, 2025Strategic minority equity investment——
Mar 04, 2025Series A$19M—

What it builds

LlamaParse

LlamaParse provides agentic document processing for turning complex documents (including multi-modal and messy layouts) into structured, reliable data that can be used by downstream agent workflows.

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LlamaIndex

LlamaIndex is the open-source framework for building AI applications that connect LLMs to enterprise data via ingestion, indexing, retrieval, and query-time synthesis primitives.

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LlamaCloud

LlamaCloud is LlamaIndex’s commercial knowledge management platform for connecting, parsing, extracting, and indexing unstructured data and building agent workflows, offered via SaaS or virtual private cloud.

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LlamaAgents

LlamaAgents is positioned by LlamaIndex as the way developers and enterprises build reliable workflows around documents, from ingestion and extraction to reasoning and automation.

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LiteParse

LiteParse is an open-source document parsing component referenced by LlamaIndex’s website/product entry points as an alternative lightweight local parsing option.

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Workflows

Workflows is an open-source component referenced in LlamaIndex’s product navigation as part of the tooling for agentic document/workflow systems.

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Milestones & partnerships