AI Mapping Agents

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.

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DataFlowMapper Interface

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.

1

Define Instruction Profile

Set the target schema and validation rules using an existing template, then provide plain English instructions for the agent.

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Define Instruction Profile
2

Upload & Kickoff

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

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Upload & Kickoff
3

Iterative Refinement

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

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Iterative Refinement
4

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.

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Review & Approve

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

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and Start Automating

Try Free for 30 Days

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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AI Mapping Agents | DataFlowMapper - DataFlowMapper