The best data sources for betting AI are structured football data APIs that provide historical match results, expected goals (xG), lineups, and real-time odds feeds in a consistent schema. A prediction model is only as good as its input pipeline — sourcing incomplete, inconsistent, or delayed data produces miscalibrated probabilities regardless of how sophisticated the underlying algorithm is. This guide breaks down the data categories a serious model needs, how historical and real-time feeds differ architecturally, and which sources actually hold up in production.
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