AI Data Parser

Turn unstructured documents, emails, and PDFs into clean, structured data automatically. No templates, no rules, no code — just describe the fields you need.

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What is a data parser?

A data parser is a tool that reads unstructured or semi-structured content — like emails, PDFs, invoices, spreadsheets, or scanned documents — and extracts specific pieces of information into a structured format such as JSON, CSV, or a spreadsheet.

Traditional data parsing software relies on rigid templates and parsing rules: you define exactly where each value sits, and the parser breaks the moment a layout changes. Airparser takes a different approach. It uses large language models to understand the meaning of a document, so it extracts the right data even when the format varies from one sender or vendor to the next.

How AI data parsing works

Importing a document into Airparser for data parsing
1

Import

Forward emails to a dedicated inbox, upload documents, or send them via API, Zapier, Make, or n8n.

Defining an extraction schema of fields to parse in Airparser
2

Extract

Define an extraction schema — a list of the fields you need. The AI parses the data regardless of layout variations.

Exporting parsed structured data to Google Sheets, Excel and apps
3

Export

Get structured data via webhooks or API, or sync it live to Google Sheets, Excel, Airtable, and 6,000+ apps.

What data can Airparser parse?

Emails

Extract structured data from email bodies and attachments — regardless of sender or format.

PDFs & documents

Parse invoices, contracts, bank statements, reports, Word and Excel files into structured data.

Scans & images

A built-in OCR engine reads typed, scanned, and handwritten text in 60+ languages before extraction.

Tables & line items

Extract repeating rows — invoice line items, order rows, transactions — as structured arrays.

AI data parsing vs. rule-based parsers

Rule-based parsing software

  • Templates break when layouts change
  • Manual setup for each document type
  • Struggles with unstructured content

Airparser (AI-powered)

  • Handles varying and messy layouts
  • Describe fields in plain language — no rules
  • Understands context like a human would

Comparing options? See the best document extraction tools →

Common data parsing use cases

Frequently Asked Questions

What is data parsing software?

Data parsing software automatically reads documents, emails, and files and extracts specific information into a structured format like JSON, CSV, or a spreadsheet — replacing manual copy-paste data entry.

How is an AI data parser different from a traditional one?

Traditional parsers use fixed templates and rules that break when a layout changes. An AI data parser like Airparser understands the meaning of the content, so it extracts the right data even when documents come in different formats from different sources.

Do I need to write code or build templates?

No. You define an extraction schema — simply a list of the fields you want — and the AI handles the rest. No templates, no parsing rules, no regex, no coding required.

What formats can Airparser export to?

Structured JSON, Excel, and CSV — delivered via webhooks or REST API, or synced live to Google Sheets, Airtable, and 6,000+ apps through Zapier, Make, and n8n.

Is there a free way to try it?

Yes. Airparser offers a free trial with no credit card required, so you can test data parsing on your own documents before upgrading.

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