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Unstructured Blog

We believe the key to building the most performant LLM begins with accurate data. That’s why we’re on a mission to give organizations access to ALL of their data–including the messiest and most difficult. Check out our articles below as we unpack different strategies to constantly improve RAG performance.

Introducing Unstructured Serverless API

The most performant API yet.

Jun 20, 2024

Unstructured

Introducing Unstructured Serverless API

Jun 20, 2024

Aug 22, 2024

Using Danswer with Unstructured for Production RAG Chat With Your Docs

Nina Lopatina

RAG

Aug 22, 2024

Using Danswer with Unstructured for Production RAG Chat With Your Docs

Nina Lopatina

RAG

Aug 22, 2024

Using Danswer with Unstructured for Production RAG Chat With Your Docs

Nina Lopatina

RAG

Jul 17, 2024

Chunking for RAG: best practices

Maria Khalusova

RAG

Jul 17, 2024

Chunking for RAG: best practices

Maria Khalusova

RAG

Jul 17, 2024

Chunking for RAG: best practices

Maria Khalusova

RAG

Jan 23, 2024

Understanding What Matters for LLM Ingestion and Preprocessing

Unstructured

LLM

Jan 23, 2024

Understanding What Matters for LLM Ingestion and Preprocessing

Unstructured

LLM

Jan 23, 2024

Understanding What Matters for LLM Ingestion and Preprocessing

Unstructured

LLM

All Articles

Check out our thoughts on the rapidly changing LLM tech stack and how AI is supercharging productivity and innovation.

Nov 8, 2024

From Pixels to Insights: Seamlessly Extracting and Visualizing Table Data with Unstructured and Hex

Nina Lopatina + Tarun Narayanan

Table extraction

Nov 8, 2024

From Pixels to Insights: Seamlessly Extracting and Visualizing Table Data with Unstructured and Hex

Nina Lopatina + Tarun Narayanan

Table extraction

Nov 8, 2024

From Pixels to Insights: Seamlessly Extracting and Visualizing Table Data with Unstructured and Hex

Nina Lopatina + Tarun Narayanan

Table extraction

Nov 6, 2024

Why and How Retrieval-Augmented Generation Improves GenAI Outcomes

Unstructured

LLM

Nov 6, 2024

Why and How Retrieval-Augmented Generation Improves GenAI Outcomes

Unstructured

LLM

Nov 6, 2024

Why and How Retrieval-Augmented Generation Improves GenAI Outcomes

Unstructured

LLM

Oct 30, 2024

RAG vs. Long-Context Models. Do we still need RAG?

Maria Khalusova

LLM

Oct 30, 2024

RAG vs. Long-Context Models. Do we still need RAG?

Maria Khalusova

LLM

Oct 30, 2024

RAG vs. Long-Context Models. Do we still need RAG?

Maria Khalusova

LLM

Sep 17, 2024

Deploying RAG into Production with R2R and Unstructured

Nina Lopatina

RAG

Sep 17, 2024

Deploying RAG into Production with R2R and Unstructured

Nina Lopatina

RAG

Sep 17, 2024

Deploying RAG into Production with R2R and Unstructured

Nina Lopatina

RAG

Aug 22, 2024

Using Danswer with Unstructured for Production RAG Chat With Your Docs

Nina Lopatina

RAG

Aug 22, 2024

Using Danswer with Unstructured for Production RAG Chat With Your Docs

Nina Lopatina

RAG

Aug 22, 2024

Using Danswer with Unstructured for Production RAG Chat With Your Docs

Nina Lopatina

RAG

Aug 13, 2024

Understanding embedding models: make an informed choice for your RAG

Maria Khalusova

RAG

Aug 13, 2024

Understanding embedding models: make an informed choice for your RAG

Maria Khalusova

RAG

Aug 13, 2024

Understanding embedding models: make an informed choice for your RAG

Maria Khalusova

RAG

Aug 8, 2024

Unstructured Powers Multimodal RAG for Alayna AI's Innovative AI Solutions for Educators

Nina Lopatina

RAG

Aug 8, 2024

Unstructured Powers Multimodal RAG for Alayna AI's Innovative AI Solutions for Educators

Nina Lopatina

RAG

Aug 8, 2024

Unstructured Powers Multimodal RAG for Alayna AI's Innovative AI Solutions for Educators

Nina Lopatina

RAG

Aug 1, 2024

Build a RAG chatbot for your personal ebook collection

Maria Khalusova

RAG

Aug 1, 2024

Build a RAG chatbot for your personal ebook collection

Maria Khalusova

RAG

Aug 1, 2024

Build a RAG chatbot for your personal ebook collection

Maria Khalusova

RAG

Jul 17, 2024

Chunking for RAG: best practices

Maria Khalusova

RAG

Jul 17, 2024

Chunking for RAG: best practices

Maria Khalusova

RAG

Jul 17, 2024

Chunking for RAG: best practices

Maria Khalusova

RAG

Jul 16, 2024

GovSignals Integrates Unstructured

Molly Christie

Unstructured

Jul 16, 2024

GovSignals Integrates Unstructured

Molly Christie

Unstructured

Jul 16, 2024

GovSignals Integrates Unstructured

Molly Christie

Unstructured

Jun 20, 2024

Introducing Unstructured Serverless API

Unstructured

Jun 20, 2024

Introducing Unstructured Serverless API

Unstructured

Jun 20, 2024

Introducing Unstructured Serverless API

Unstructured

Apr 15, 2024

Supercharge RAG Performance Using OctoAI and Unstructured Embeddings

Pedro Torruella (Octo AI) & Ronny Hoesada

LLM

Apr 15, 2024

Supercharge RAG Performance Using OctoAI and Unstructured Embeddings

Pedro Torruella (Octo AI) & Ronny Hoesada

LLM

Apr 15, 2024

Supercharge RAG Performance Using OctoAI and Unstructured Embeddings

Pedro Torruella (Octo AI) & Ronny Hoesada

LLM

Apr 2, 2024

Building Unstructured Data Pipeline with Unstructured Connectors and Databricks Volumes

Prasad Kona (Databricks) & Ronny Hoesada

RAG

Apr 2, 2024

Building Unstructured Data Pipeline with Unstructured Connectors and Databricks Volumes

Prasad Kona (Databricks) & Ronny Hoesada

RAG

Apr 2, 2024

Building Unstructured Data Pipeline with Unstructured Connectors and Databricks Volumes

Prasad Kona (Databricks) & Ronny Hoesada

RAG

Mar 9, 2024

Identity enabled RAG using Pebblo

Unstructured

LLM

Mar 9, 2024

Identity enabled RAG using Pebblo

Unstructured

LLM

Mar 9, 2024

Identity enabled RAG using Pebblo

Unstructured

LLM

Feb 22, 2024

Building Reliable GenAI Applications with Unstructured and Vectara

Ofer Mendelevitch (Vectara) & Ronny Hoesada

RAG

Feb 22, 2024

Building Reliable GenAI Applications with Unstructured and Vectara

Ofer Mendelevitch (Vectara) & Ronny Hoesada

RAG

Feb 22, 2024

Building Reliable GenAI Applications with Unstructured and Vectara

Ofer Mendelevitch (Vectara) & Ronny Hoesada

RAG

Feb 13, 2024

Unstructured’s Preprocessing Pipelines Enable Enhanced RAG Performance

Unstructured

RAG

Feb 13, 2024

Unstructured’s Preprocessing Pipelines Enable Enhanced RAG Performance

Unstructured

RAG

Feb 13, 2024

Unstructured’s Preprocessing Pipelines Enable Enhanced RAG Performance

Unstructured

RAG

Feb 7, 2024

Introducing Unstructured Platform

Unstructured

LLM

Feb 7, 2024

Introducing Unstructured Platform

Unstructured

LLM

Feb 7, 2024

Introducing Unstructured Platform

Unstructured

LLM

Jan 23, 2024

Understanding What Matters for LLM Ingestion and Preprocessing

Unstructured

LLM

Jan 23, 2024

Understanding What Matters for LLM Ingestion and Preprocessing

Unstructured

LLM

Jan 23, 2024

Understanding What Matters for LLM Ingestion and Preprocessing

Unstructured

LLM

Jan 19, 2024

Optimizing Unstructured Data Retrieval

Ronny Hoesada

LLM

Jan 19, 2024

Optimizing Unstructured Data Retrieval

Ronny Hoesada

LLM

Jan 19, 2024

Optimizing Unstructured Data Retrieval

Ronny Hoesada

LLM

Jan 2, 2024

Unstructured's Commercial SaaS API

Unstructured

LLM

Jan 2, 2024

Unstructured's Commercial SaaS API

Unstructured

LLM

Jan 2, 2024

Unstructured's Commercial SaaS API

Unstructured

LLM

Dec 4, 2023

Enhancing LLM Accuracy Using MongoDB Vector Search and Unstructured.io Metadata

Ronny Hoesada

LLM

Dec 4, 2023

Enhancing LLM Accuracy Using MongoDB Vector Search and Unstructured.io Metadata

Ronny Hoesada

LLM

Dec 4, 2023

Enhancing LLM Accuracy Using MongoDB Vector Search and Unstructured.io Metadata

Ronny Hoesada

LLM

Nov 30, 2023

Streamlining Healthcare Compliance with AI

Ronny Hoesada

Unstructured

Nov 30, 2023

Streamlining Healthcare Compliance with AI

Ronny Hoesada

Unstructured

Nov 30, 2023

Streamlining Healthcare Compliance with AI

Ronny Hoesada

Unstructured

Nov 8, 2023

RAG Isn’t So Easy: Why LLM Apps are Challenging and How Unstructured Can Help

Yao You

RAG

Nov 8, 2023

RAG Isn’t So Easy: Why LLM Apps are Challenging and How Unstructured Can Help

Yao You

RAG

Nov 8, 2023

RAG Isn’t So Easy: Why LLM Apps are Challenging and How Unstructured Can Help

Yao You

RAG

Nov 1, 2023

Unstructured: The Toolkit for Connecting LLMs to Your Data, from Prototyping to Production

Unstructured

LLM

Nov 1, 2023

Unstructured: The Toolkit for Connecting LLMs to Your Data, from Prototyping to Production

Unstructured

LLM

Nov 1, 2023

Unstructured: The Toolkit for Connecting LLMs to Your Data, from Prototyping to Production

Unstructured

LLM

Oct 6, 2023

How to Process PDFs in Python: A Step-by-Step Guide

Unstructured

Table extraction

Oct 6, 2023

How to Process PDFs in Python: A Step-by-Step Guide

Unstructured

Table extraction

Oct 6, 2023

How to Process PDFs in Python: A Step-by-Step Guide

Unstructured

Table extraction

Oct 3, 2023

Setting up a Private Retrieval Augmented Generation (RAG) System with Local Llama 2 model and Vector Database

Unstructured

RAG

Oct 3, 2023

Setting up a Private Retrieval Augmented Generation (RAG) System with Local Llama 2 model and Vector Database

Unstructured

RAG

Oct 3, 2023

Setting up a Private Retrieval Augmented Generation (RAG) System with Local Llama 2 model and Vector Database

Unstructured

RAG

Sep 20, 2023

Build a Q+A Retrieval Augmented Generation System with Slack Data Using Unstructured and SingleStoreDB

Ronny Hoesada

LLM

Sep 20, 2023

Build a Q+A Retrieval Augmented Generation System with Slack Data Using Unstructured and SingleStoreDB

Ronny Hoesada

LLM

Sep 20, 2023

Build a Q+A Retrieval Augmented Generation System with Slack Data Using Unstructured and SingleStoreDB

Ronny Hoesada

LLM

Sep 19, 2023

Fine-Tuning GPT 3.5 with Unstructured: A Comprehensive Guide

Unstructured

Fine-tuning

Sep 19, 2023

Fine-Tuning GPT 3.5 with Unstructured: A Comprehensive Guide

Unstructured

Fine-tuning

Sep 19, 2023

Fine-Tuning GPT 3.5 with Unstructured: A Comprehensive Guide

Unstructured

Fine-tuning

Sep 2, 2023

Easy Web Scraping and Chunking by Document Elements for LLMs

Ronny Hoesada

LLM

Sep 2, 2023

Easy Web Scraping and Chunking by Document Elements for LLMs

Ronny Hoesada

LLM

Sep 2, 2023

Easy Web Scraping and Chunking by Document Elements for LLMs

Ronny Hoesada

LLM

Aug 29, 2023

Mastering Table Extraction: Revolutionize Your Earnings Reports Analysis with AI

Unstructured

Table extraction

Aug 29, 2023

Mastering Table Extraction: Revolutionize Your Earnings Reports Analysis with AI

Unstructured

Table extraction

Aug 29, 2023

Mastering Table Extraction: Revolutionize Your Earnings Reports Analysis with AI

Unstructured

Table extraction

Aug 14, 2023

How to Build an End-to-End RAG Pipeline with Unstructured’s API

Unstructured

RAG

Aug 14, 2023

How to Build an End-to-End RAG Pipeline with Unstructured’s API

Unstructured

RAG

Aug 14, 2023

How to Build an End-to-End RAG Pipeline with Unstructured’s API

Unstructured

RAG

Jul 24, 2023

Summarize Webpages in Ten Lines of Code with Unstructured + LangChain

Unstructured

Jul 24, 2023

Summarize Webpages in Ten Lines of Code with Unstructured + LangChain

Unstructured

Jul 24, 2023

Summarize Webpages in Ten Lines of Code with Unstructured + LangChain

Unstructured

Jul 21, 2023

Effortless Document Extraction: A Guide to Using Unstructured API and Data Connectors

Unstructured

Jul 21, 2023

Effortless Document Extraction: A Guide to Using Unstructured API and Data Connectors

Unstructured

Jul 21, 2023

Effortless Document Extraction: A Guide to Using Unstructured API and Data Connectors

Unstructured

Jun 5, 2023

Improving the Unstructured Install Experience with ONNX

Unstructured

Jun 5, 2023

Improving the Unstructured Install Experience with ONNX

Unstructured

Jun 5, 2023

Improving the Unstructured Install Experience with ONNX

Unstructured

Apr 13, 2023

Leveraging Enterprise Specific Data With LLMs: How Unstructured Unlocked 100k+ Pages of IRS Manuals

Unstructured

LLM

Apr 13, 2023

Leveraging Enterprise Specific Data With LLMs: How Unstructured Unlocked 100k+ Pages of IRS Manuals

Unstructured

LLM

Apr 13, 2023

Leveraging Enterprise Specific Data With LLMs: How Unstructured Unlocked 100k+ Pages of IRS Manuals

Unstructured

LLM

Apr 11, 2023

Speeding Up Vision Transformers

Unstructured

Apr 11, 2023

Speeding Up Vision Transformers

Unstructured

Apr 11, 2023

Speeding Up Vision Transformers

Unstructured

Feb 27, 2023

LLMs and the Emerging ML Tech Stack

Unstructured

LLM

Feb 27, 2023

LLMs and the Emerging ML Tech Stack

Unstructured

LLM

Feb 27, 2023

LLMs and the Emerging ML Tech Stack

Unstructured

LLM

Feb 21, 2023

Prompting Large Language Models to Solve Document Understanding

Unstructured

LLM

Feb 21, 2023

Prompting Large Language Models to Solve Document Understanding

Unstructured

LLM

Feb 21, 2023

Prompting Large Language Models to Solve Document Understanding

Unstructured

LLM

Jan 19, 2023

How We Got Started

Unstructured

Jan 19, 2023

How We Got Started

Unstructured

Jan 19, 2023

How We Got Started

Unstructured

Jan 10, 2023

Speeding Up Text Generation with Non-Autoregressive Language Models

Unstructured

Jan 10, 2023

Speeding Up Text Generation with Non-Autoregressive Language Models

Unstructured

Jan 10, 2023

Speeding Up Text Generation with Non-Autoregressive Language Models

Unstructured

Dec 5, 2022

An Introduction to Vision Transformers for Document Understanding

Unstructured

Dec 5, 2022

An Introduction to Vision Transformers for Document Understanding

Unstructured

Dec 5, 2022

An Introduction to Vision Transformers for Document Understanding

Unstructured

ETL for LLMs

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Unstructured

ETL for LLMs

QuickLinks

Lets chat!

hello@unstructured.io

Join our newsletter

Unstructured

ETL for LLMs

QuickLinks

Lets chat!

hello@unstructured.io

Join our newsletter