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Paystub Parser Setup Guide

Step-by-step dashboard guide to configure a paystub parser, define fields, run bulk extraction, and export results.

Before You Start

Before setting up your parser, ensure you have:

  1. A PerfectParser account (sign up at perfectparser.com).
  2. A healthy credit balance (each paystub page processed consumes 1 credit).
  3. A sample paystub document (PDF, PNG, or JPEG) to use during the parser setup.

When creating a new Paystub Parser, choose the document organization structure that matches your files:

  • Single Document Per File: Select this option if each uploaded file represents exactly one employee's paystub.
  • One Document Per Page: Select this option if you scan multiple different employees' paystubs together into a single PDF file.

We suggest configuring the following schema fields for your Paystub Parser to capture all essential earnings and withholding details.

Field NameTypeDescription
employee_nameTextThe employee's full name.
employer_nameTextThe name of the company issuing the paystub.
pay_periodTextThe payroll date range (e.g. June 1 - June 15, 2026).
pay_dateTextThe date the check/wages were issued.
gross_earningsNumberPre-tax earnings for the current period.
net_payNumberThe final take-home net pay amount.
earnings_breakdownTableTable containing type (e.g., Regular, Overtime), hours, rate, and amount for current earnings.
deductions_breakdownTableTable of withholdings (e.g. Federal Tax, Health Insurance) containing type and amount.

AI Instructions (Optional)

To help the AI parser extract field values with maximum accuracy, copy and paste the following prompt instructions into the AI Instructions (Optional) field during setup:

Extract the employer name, employee name, pay period dates, pay check date, gross earnings, and net take-home pay. Also extract the earnings breakdown table (type, hours, rate, amount) and deductions breakdown table (withholding type, amount).

Step-by-Step UI Setup

Follow these steps to set up your Paystub Parser using the single-page setup in the PerfectParser dashboard.

Step 1: Create the Parser

Log in to your dashboard, click Parsers in the left-hand navigation menu, and click the New Parser button.

Step 2: Configure Name and File Organization

In the Parser Details & Setup section:

  1. Enter a clear, recognizable name in the Parser Name field (e.g., "Paystubs").
  2. Choose your document structure under How are your files organized? (e.g., select Single Document Per File).

Step 3: Upload your Sample Paystub

Upload your sample document by dragging and dropping it into the upload box on the left-hand Sample Document Preview panel, or clicking the box to choose a file from your computer.

Uploading a sample paystub in the New Parser screen

Step 4: Run Auto-Detection

Once the document finishes uploading:

  1. Copy the prompt from the AI Instructions (Optional) section above and paste it into the AI Instructions (Optional) box.
  2. Click the Auto-Detect Fields button. The AI will analyze the sample document's layout and suggest extraction fields within 10 to 15 seconds.

Step 5: Verify and Refine Fields

Review the generated schema on the right. You can rename fields, change data types, or edit the helper descriptions to guide extraction. When you are satisfied with the schema, click Create Parser at the bottom right.

Reviewing and configuring detected fields in the parser schema editor

Step 6: Run a Batch Extraction

To process your paystubs:

  1. Click Bulk Extraction in the left sidebar or the top header.
  2. Select your newly created Paystubs parser.
  3. Upload one or more paystubs. PerfectParser will start extracting data immediately.

Starting a new bulk extraction batch

Step 7: Export Extracted Data

Navigate to Batch History in the left sidebar or click the Batch History tab on the parser details page. Click Show Files to inspect individual payslip extractions, view confidence scores, and verify the structured output.

Viewing files and inspecting confidence in Batch History

To download your structured data:

  1. Click the Export button on the completed batch card.
  2. Select Export as Excel or Export as CSV from the dropdown menu to download the structured table directly to your computer.

Exporting the structured extraction results to Excel or CSV


Developer Integration

If you want to automate paystub parsing programmatically inside your applications:

Looking for product features and use cases?

See the Paystub Data Extraction solution page.