Customer Onboarding Migration Agent

Problem

Every new customer arrives with data in a different shape, and onboarding stalls for weeks while someone hand-maps their columns into your schema. It is the least differentiated work in the company and it gates revenue recognition.

Solution

An agent that profiles the customer's files, proposes a column mapping with a reason for each guess, validates the transformed rows against your real constraints, and hands back a short list of genuine decisions instead of a spreadsheet to retype.

Tech stack

Required integrations

• Your own product API or database schema
• File upload and storage
• Customer communication (email or in-app)

Key features

• File profiling across csv, xlsx, and JSON exports
• Proposed column mapping with a stated reason per field
• Validation against real constraints before anything is written
• Row-level error report grouped by cause, not by row
• Dry-run import with a diff before commit