Agentic Prompt Studio uses multi-agent pipelines to define schemas, generate extraction prompts, and validate accuracy across your documents.
Document Studio is the easiest way to parse, structure, and automate document extraction. Production-grade document processing powered by LLMs, built for accuracy, scale, and compliance.
Trusted by forward-thinking engineers
Bank statements from 200 different banks? Same form with changes across 50 different states? We’ve got you covered with the power of LLMs.
Provide the document and schema, we’ll return the extraction.
Unstract’s agentic extraction APIs allow you to do document extraction / structuring without the need for you to do prompt engineering. Behind these simple APIs are sophisticated multi-agentic pipelines that provide advanced accuracy at a reasonable cost.
Agentic Prompt Studio uses multi-agent pipelines to define schemas, generate extraction prompts, and validate accuracy across your documents.
AUTO-SCHEMA · AUTO-PROMPT
Advanced multi-agentic pipelines automatically figure out a common schema and the extraction prompt across complex variants of the same document type.
GOLDEN SET
Did your prompt engineering changes make extraction better or worse? Agentic Prompt Studio’s Golden Set support has the answers.
VERSIONING
With full versioning support, Agentic Prompt Studio lets you experiment without fear. Something went wrong? Restore’s got your back.
NULL is better than wrong: Unstract’s LLMChallenge uses two separate LLMs to extract and challenge, always giving you the right value or no value at all.
Say goodbye to hallucinations: Since LLMChallenge uses two LLMs to arrive at a consensus before an extracted field value is returned, hallucinations are caught and discarded early in the process.
Reduce token usage by up to 7x—powered by LLMs!
SinglePass Extraction: Read all your field extraction prompts to construct a large, single prompt.
Summarized Extraction: Automatically constructs an extremely compact version of the input document.
Choose the best LLM, Vector DB, Embedding Model and Text Extraction service based on your needs.
Call APIs can structure unstructured documents from your existing apps.
Have unstructured documents in cloud file storage? Structure them and push to data warehouses and databases.
Start turning unstructured documents into reliable, actionable data.
Want to process complex documents reliably from your agentic workflows? Our CLI and hosted MCP servers are something your agents can easily comprehend.
Any Prompt Studio project can be deployed as an API endpoint. This means you’ll have an API endpoint available for each document type you want to process. Call the endpoint and get clean, structured data. Don’t waste your time dealing with document complexities.
Want us to batch process documents? Unstract ETL Pipelines can read from a variety of cloud folders and write the structured JSON to various databases and warehouses.
AGPL 3.0 LICENSE
Unstract is an open-source, no-code platform that lets you automate document processing workflows at any scale. Unstract leverages cutting-edge AI to surpass the current capabilities of IDP Intelligent Document Processing and RPA Robotic Process Automation.
Unstract lets us turn a wide range of document formats into clean, structured data with low integration effort and without compromising on enterprise-grade controls. Its high extraction accuracy paired with clear highlight-based validation speeds up our process a lot!
Lenny Hartman, CTO, Tokenstreet
Unstract adheres to the strict rules and regulations of various compliance authorities. Rest assured, we have policies, systems, and processes to ensure that your data is always safe, secure, and private.
See Unstract in action with walkthroughs of core features and real extraction workflows.
Managed cloud, on-premise, or open-source. Unstract adapts to your infrastructure needs, so choose what works best for you.
Prompt engineering Interface for Document Extraction
Prompt engineering Interface for Document Extraction
Make LLM-extracted data accurate and reliable
Use MCP to integrate Unstract with your existing stack
Control and trust, backed by human verification
Make LLM-extracted data accurate and reliable
CLI + MCP: Document extraction pipelines for batch jobs and AI agents
