From Raw Data
to Import-Ready.

Turn messy spreadsheets into a clear path forward. Recognize columns, review suggested mapping, and find the issues that stand between your file and its destination.

Try the Interactive Demo Open Client Portal

Demo uses sample data. No sign-in required.

CSV FilesExcel WorkbooksFlat JSONFor People and Software Agents

Know what needs attention.
Before the next import.

Make preparation repeatable, with visible decisions and explanations your team can act on.

Recognize and Map

Detect headers and propose destination fields. Review uncertain mappings before preparing your output.

Validate Against a Template

Use versioned MDS specifications or customer-provided templates to check required fields and validation rules.

Review Data Repairs

Inspect suggested missing work-email domains and approve changes. Complete email addresses are preserved.

Understand Every Blocker

Review structured exceptions with row and field context, then separate accepted records from rejected rows.

Keep a Transformation Record

Download a transformation log alongside your prepared file to review the changes made during processing.

Connect Agent Workflows

Explore the API specification and authenticated MCP tools for organization-scoped processing.

Read the Agent Guide

A Clear Path from File to Import

Choose Your Destination

Select a template, load your CSV, workbook or JSON data, and inspect the recognized headers.

Review the Decisions

Confirm mappings, analyze quality issues and approve supported repairs.

Download and Validate

Get prepared output and exception reports. Confirm acceptance in your receiving system.

Built for Clear Decisions.
Designed for Your Workflow.

Use the client workspace when you want to review a file yourself, or explore documented tools for agent access.

View API Specification

Plan Your First Pilot

Start with a defined destination specification and a representative sample. Measure preparation time, errors caught and whether the receiving system accepts the output.

Storage retention extensions and expiration reminders are planned. Confirm current file-handling settings with MDS before uploading sensitive information.

Discuss a Pilot

Questions Before You Start

Can I try it without an account?

Yes. The interactive demo uses sample data and requires no sign-in. Client processing requires an authenticated workspace.

Are destination templates vendor-certified?

Built-in templates are generic MDS specifications. Confirm your chosen template against the receiving system’s exact requirements. Validation does not certify payroll or regulatory compliance.

What files can I prepare?

CSV, flat JSON and XLSX workbooks are supported. File and row limits depend on the deployment and organization settings; check the client portal before uploading.

Does Data Preview import directly into my payroll system?

Prepared downloads are reviewed and imported through your receiving system’s own process. Direct delivery requires a separately configured and verified integration.