From string comparisons to contextual reasoning: how AI transformed data matching
Data matching evolved from rigid rules to machine learning to neural embeddings to LLMs. Each generation solved problems the previous one couldn't. Here's how the technology progressed, what each approach actually does, and why modern systems layer all of them.