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Automate the three most challenging steps in unstructured data extraction.

Agentic Prompt Studio generates schema, extraction prompts, and perform accuracy validation — all while you grab a cup of coffee.

Trusted by forward-thinking engineers

What currently slows down your document projects

Each step takes hours. Sometimes days. Even an early mistake can cascade through the whole pipeline.

Building a schema that accounts for every document variant

Writing extraction prompts that hold up across every document layout

Keeping track of extraction accuracy and validating integrity

SCHEMA GENERATION

Upload documents and get production-ready schema.

Three agents analyze every document variant, identify the fields, normalize the inconsistencies, and produce a complete JSON Schema. All in minutes.

SUMMARIZER AGENT

Analyzes each document on its own. Identifies field names, data types, descriptions, and example values. No field gets overlooked, because it processes each variant separately.

UNIFORMER AGENT

Takes the summaries and finds commonalities. Recognizes that similar, but differently-named fields are the same. Merges duplicates, picks consistent names, consolidates descriptions.

FINALIZER AGENT

Converts everything into a standard-compliant JSON schema with proper data types, required fields, nested structures, and validation rules. The output is ready to use. Edit it freely, if you want.

PROMPT GENERATION

Generate detailed prompts in one click.

We know how difficult prompt engineering can be. A prompt that works on one document can fail on another.

Agentic Prompt Studio uses an additional 3-agent pipeline to generate a comprehensive extraction prompt from your schema and document patterns.

PATTERN MINER AGENT

Digs through your samples to find extraction clues. It identifies the labels that precede fields, discovers formatting patterns, and maps where fields tend to appear in each layout.

PROMPT ARCHITECT AGENT

Constructs a detailed extraction prompt. Get a structured set of instructions, field-level guidance, disambiguation rules, edge case handling, and output format.

CRITIC DRY-RUNNER AGENT

Stress-tests the prompt before you ever run it. The agent simulates an extraction, validates the output against the schema and identifies potential failure points. Safe to say, that you get a vetted final prompt.

DEEP ANALYTICS

Know if your prompt change made things better. Or worse.

When handling many document variants, a single prompt change may fix one extraction but break others. Regressions can reach production unnoticed.

The Verification Set compares new results with baselines and shows what improved, regressed, and by how much.

COMING SOON!

Self-improving prompts

Today, prompt tuning is the one step that still requires your input. We’re building multi-agent pipelines that will analyze extraction accuracy as feedback and fine-tune prompts on their own.

Secure and Compliant, Always

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.