Commands

Extract

Structured data extraction

Extract pulls structured data from any document — entities, facts, relationships, metadata — and outputs it as clean JSON, markdown tables, or bulleted lists with confidence levels.

How it works

Pull structured data from
any document — instantly

Point Extract at a document. It identifies entities, facts, relationships, and metadata — then outputs them in the cleanest format for the data type, with confidence levels.

Entity Recognition

People, organizations, dates, amounts, locations, products — identified and extracted with confidence levels. Ambiguous entities flagged.

Person: Sarah Chen (CEO, Acme Corp) — confidence: 0.95

Relationship Mapping

Who reports to whom? What depends on what? Which clauses reference which? Connections between entities surfaced as structured data.

Relationship: Sarah Chen → reports-to → Board of Directors

Fact Tables

Numerical data, dates, specifications, and claims extracted into clean tables. No more reading paragraphs to find the one number you need.

| Metric | Q2 | Q3 | Change |\n| Revenue | $4.2M | $5.1M | +21% |

Smart Formatting

JSON for structured data, markdown tables for comparisons, bulleted lists for hierarchies. The right format automatically chosen for each extraction type.

Output format: JSON (entities) + Table (metrics) + List (action items)

Structured, not scattered

Not "let me read through and find it."
Every data point identified and organized instantly.

Manual Extraction
Read the whole document
Ctrl+F for names and numbers
Copy-paste into a spreadsheet
Hope you didn't miss anything
Ask QP
All entities identified with type and confidence level
Relationships mapped between entities automatically
Numerical data organized into clean tables
Ambiguous items flagged for human review

Any document type

Data trapped in documents, structured and free.

Any document with data worth extracting — contracts, reports, research, financials.

Contracts

Parties, dates, obligations, dollar amounts, termination clauses

Resumes & Profiles

Skills, experience, education, certifications, contact details

Research Papers

Methods, results, p-values, sample sizes, limitations

Financial Statements

Revenue, expenses, margins, ratios, period-over-period changes

Meeting Transcripts

Decisions, action items, attendees, topics discussed, follow-ups

Strategy Documents

Goals, metrics, owners, timelines, dependencies, risks

Ready to extract?

Open a file in the Workspace and run /extract from the Conductor.

Get AskQP