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How We Built Receipt-to-Transaction Matching (Open Source). A deep dive into how we built a reconciliation engine that automatically matches receipts to transactions with 95%+ accuracy using vector embeddings, learning calibration, and multi-dimensional scoring algorithms. I’ve been working on automating bookkeeping tasks, and one big pain point was manually reconciling receipts with bank transactions.

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