PunditBench locks LLM football forecasts before kickoff, publishes hashes and model/version tags, then scores them automatically across five European leagues. Public methodology and live tables. 18+ informational only; no odds or wagering tools. Topics: Artificial Intelligence; Analytics or Data Visualization; Sports (use the closest current options).