Publication Gate

Market comparisons are withheld unless their data, model, and risk checks are all traceable.

No browser-side edge calculation

An old score or an uncalibrated probability can make a gap look meaningful when it is not. SAM only displays a market comparison after the Python pipeline records a time-stamped odds snapshot, a feature cutoff, a calibration artifact, and a passed risk gate.

Data freshness

No verified signal

Model & calibration

No verified signal

Risk gate

No verified signal

What must be true before this page publishes an analytic comparison

  • • A licensed odds quote is preserved with its provider ID, bookmaker, and capture time.
  • • Every model feature was available before the game and is bound to a versioned dataset manifest.
  • • The winning model is evaluated out-of-sample and calibrated before release.
  • • Exposure, data-quality, and staleness limits pass; otherwise the decision remains on hold.