Automate the Entire
Data Onboarding Workflow
Deploy AI workers to heuristically map, validate, and iteratively build and correct transformations for new client files without human intervention.

Operational Scale
Scale Onboarding Without Adding Headcount
Replace the 'stare-and-compare' grind with autonomous agents that handle the heavy lifting of initial configuration and error correction.
Reduce Time-to-Value
Turn days of manual mapping work into minutes of autonomous processing.
Self-Healing Logic
The agent analyzes error logs, distinguishes between bad logic and bad data, and refines its own code automatically.
Guardrailed Autonomy
AI works strictly within the constraints of your pre-defined validation templates and business rules.
Workflow
From Instruction to Validated Data
A streamlined process where AI handles the iteration and you handle the approval.
Define Instruction Profile
Set the target schema and validation rules using an existing template, then provide plain English instructions for the agent.

Upload & Kickoff
Upload source files and any necessary reference tables. The agent begins the mapping job in the background.

Iterative Refinement
The agent generates logic, runs transformations, analyzes errors, and self-corrects iteratively up to your defined attempt limit.

Review & Approve
Review a comprehensive AI-generated analysis that compares source statistics against requirements. The system produces an in-depth report on job performance, highlighting edge cases, maintainability risks, and specific attention areas before you sign off.

Why teams choose this approach
Unlike black-box AI tools, our agents operate within your predefined rules and validations — so automation never comes at the cost of control.
Control & Safety
Autonomy You Can Trust
Enterprise-grade safeguards designed to prevent 'black box' issues.
Human Approval
You explicitly review and approve the mapping configuration before it is ever used in production.
Deterministic Output
The agent generates standard, readable Python code that is fully auditable and can be editted in the Logic Builder.
Sandboxed Execution
All AI-generated transformation logic runs in a secure, isolated environment.
Root Cause Analysis
Detailed logs explain exactly why the AI made specific decisions or corrections during the process.
Use Cases
The go-to for data import solutions
For repeatable CSV, Excel, and JSON imports — not streaming ETL or analytics workflows.
Client Data Onboarding
Standardize messy client data instantly with AI-powered mapping and reusable templates
Software Implementation
Accelerate go-live times by empowering non-technical teams to handle data migrations
Legacy System Migrations
De-risk high-stakes migrations with visual validation and automated data transformation
Software Vendors
Win more deals and boost customer satisfaction by simplifying onboarding
Consultancies
Scale your service delivery by building a library of reusable mapping templates
Operations
Streamline product catalog mapping and inventory data synchronization
Full Access for 30 Days
Try DataFlowMapper risk-free for 30 days. No credit card required. Early adopter pricing after 30 days.
1-on-1 Onboarding & Support
Partner with us and get tailored solutions for your unique data onboarding needs.
Product Roadmap & Features
Get first say in the future of DataFlowMapper. Your feedback shapes our platform.
The visual data transformation platform that lets implementation teams deliver faster, without writing code.
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