The FIFA World Cup is football's biggest tournament — and the single largest sports betting event globally. Every four years, the World Cup generates bet volumes that dwarf even Champions League finals. AI prediction for the World Cup faces the same small-sample challenge as all international football: national teams play far fewer competitive matches than club sides. The best World Cup AI models supplement Poisson with FIFA ranking, club-level player quality, tournament history and host nation adjustments.
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