AI opportunities

Fuzzy transaction matching

Matching records whose descriptions or references differ in spelling, abbreviation or formatting but denote the same counterparty or event, where exact-match rules fail.

Technique

Edit-distance string similarity, or sentence embeddings, combined with amount and date deltas in a lightweight classifier producing a confidence score

Open source tool

RapidFuzz; Sentence-Transformers (all-MiniLM-L6-v2); Splink; Dedupe.io

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