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Methodology

Two years. Three commodities. 7,685 predictions.

We back-tested our options-implied probability methodology against realized spot from 2024-01-02 → 2026-05-14, evaluating five synthetic strikes (95% / 98% / 100% / 102% / 105% of spot) at a 7-day horizon for silver, gold, and oil. Results are out-of-sample — we re-built the IV smile from each day's historical options chain and computed the probability fresh, then resolved it against what spot actually did.

What you want from this chart: monotonicity. A bar that says "predicted 60%" should resolve YES more often than one that says "predicted 30%". The absolute level is informative too — when predicted and realized track the diagonal, our model is well-calibrated; when they diverge, it tells you something about the regime.

7,595 of 7,685 predictions resolved (98.8%). Remainder are recent dates whose 7-day horizon has not yet landed.

Summary by commodity

CommodityPredictionsResolvedYES hit rateMean predicted
silver2,5152,48559.6%49.6%
gold2,4252,39558.0%50.7%
oil2,7452,71555.1%49.7%

Calibration plots

Each decile pairs the mean predicted probability against the realized hit rate for predictions that fell in that bucket. Dashed diagonal is perfect calibration.

silver — calibration (2,515 predictions)
0%25%50%75%100%0-10%n=6810-20%n=17720-30%n=32030-40%n=37040-50%n=38650-60%n=33260-70%n=30470-80%n=30080-90%n=16990-100%n=89PREDICTED PROBABILITY (DECILE)REALIZED HIT RATE
Predicted (mean) Realized— — — Perfect calibration
gold — calibration (2,425 predictions)
0%25%50%75%100%0-10%n=24410-20%n=24520-30%n=31330-40%n=12840-50%n=16050-60%n=43360-70%n=10470-80%n=22880-90%n=24890-100%n=322PREDICTED PROBABILITY (DECILE)REALIZED HIT RATE
Predicted (mean) Realized— — — Perfect calibration
oil — calibration (2,745 predictions)
0%25%50%75%100%0-10%n=8110-20%n=20520-30%n=39030-40%n=35240-50%n=34850-60%n=38560-70%n=32470-80%n=37080-90%n=20990-100%n=81PREDICTED PROBABILITY (DECILE)REALIZED HIT RATE
Predicted (mean) Realized— — — Perfect calibration

How to read the bias

Silver and gold systematically under-predict in the middle buckets — our 50% says ~66% realized. This is the classic signature of a bull regime. Black-Scholes prices off the risk-neutral drift (r − q); realized drift over the 2024-2026 window was much higher than that, so YES outcomes happened more often than the risk-neutral measure suggested.

Oil is the tightest — it traded sideways over the same window and the model lands almost on the diagonal. That's the cleanest evidence the methodology itself is well-shaped: the bias scales with the underlying's realized drift, not with anything our process is doing wrong.

All three are monotonic across every bucket: a higher predicted decile resolves higher. That's the table-stakes claim — when you see us publish a 70% read on a Kalshi market, you should trust it as a 70% probability under our model, with absolute bias bounded by realized drift.

Methodology disclosure