AI Column Mapping
Claude Sonnet 4 automatically maps messy ERP columns to canonical securitization schema. Handles abbreviations, foreign languages, and non-standard naming.
AI Data Quality
Messy ERP Data In, Clean Data Out
AI-powered data transformation handles any ERP format. Automatic column mapping, value normalization, and entity resolution, no manual data wrangling.
Upload Your DataWorks with data exports from any ERP system
SAPOracle NetSuiteMicrosoft DynamicsSageQuickBooksXeroWorkdayInforEpicorCustom ERP
AI-Powered Data Pipeline
Value Normalization
Automatically normalizes transaction types (INV/Invoice/INVOICE), currency formats, date formats, and status codes across different ERP exports.
Entity Resolution
Fuzzy matching resolves customer names with typos, abbreviations, and legal suffix differences to canonical obligor records. New entities flagged for review.
Progressive Learning
After the first upload from an ERP, the system learns the mapping profile. Subsequent uploads from the same system require zero AI calls.
File Classification
Automatic detection of 7 file types: AR Aging, Cash Receipts, Invoice Register, Credit Memos, Customer Master, Dilution Log, and Disputes.
Security Scanning
Every uploaded file is scanned for malware (PE/ELF headers), VBA macros, and CSV formula injection before any data is parsed.
Frequently Asked Questions
How does AI column mapping work?
Claude Sonnet 4 analyzes column headers and sample data to map messy ERP columns to a canonical securitization schema. Handles abbreviations, foreign languages, and non-standard naming.
What file types are supported?
7 file types: AR Aging, Cash Receipts, Invoice Register, Credit Memos, Customer Master, Dilution Log, and Disputes. Accepts CSV, XLSX, XLS, JSON, and XML.
Does the system learn from previous uploads?
Yes. After the first upload from an ERP, the mapping profile is saved. Subsequent uploads from the same system use the learned profile with zero AI calls.
How is uploaded data secured?
Every file is scanned for malware (PE/ELF headers), VBA macros, and CSV formula injection. Files are uploaded via signed URLs with 15-minute expiry. AES-256 encryption at rest.
What is entity resolution?
Fuzzy matching that resolves customer names with typos, abbreviations, and legal suffix differences to canonical obligor records. New entities are flagged for human review.
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