AI prediction engine: how football probability engines work

An AI prediction engine is the model layer that converts raw football data into calibrated probability estimates. It is the computational core of any AI sports prediction platform — sitting between the data ingestion tier (scrapers and feeds) and the publication tier (pick filtering and output). Understanding how prediction engines work — what inputs they process, what outputs they produce, and what makes one engine more reliable than another — is the prerequisite for intelligently using any AI football platform.

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