Match records between Excel files using exact matching, fuzzy algorithms, and AI reasoning. All processing happens in your browser for maximum privacy.
Our intelligent system uses three layers of matching to ensure accuracy while keeping AI costs near zero.
Deterministic matching on normalized composite keys. Handles 70-85% of records instantly.
Algorithmic matching with Dice coefficient for strings and numeric tolerance.
Claude analyzes truly ambiguous records with detailed reasoning. Only 5-15% of records.
Four simple steps to reconcile your financial records
Drop your company and vendor Excel files. Supports complex formats with merged cells.
Configure which columns to match. Set primary keys, weights, and tolerances.
Our 3-tier engine processes records: exact, fuzzy, then AI for ambiguous ones.
Approve matches, review discrepancies, and export to Excel or CSV.
Your financial data never leaves your browser. We built ReconAI with privacy as the foundation, not an afterthought.
Excel parsing and matching runs entirely in your browser using Web Workers.
Only truly ambiguous records (5-15%) are sent to AI, with minimal field data.
AI suggests, you decide. No match is finalized without your approval.
Start matching records in minutes. No credit card required.
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