NFL 2026 Season

Live predictions begin Week 1 — September 10, 2026

Preseason placeholder estimates. The NFL model pipeline goes live with Week 1 on September 10, 2026 — until then, every number on this page is an illustrative, market-informed prior, not live model output. It is labeled this way on purpose: this platform never presents fabricated numbers as real predictions.

The Board

Preseason title probability leaderboard

Super Bowl LXI title probabilities — preseason estimates, refreshed when the live pipeline starts.

01
Kansas City ChiefsAFC West
11.0%
02
Buffalo BillsAFC East
9.0%
03
Philadelphia EaglesNFC East
8.5%
04
San Francisco 49ersNFC West
7.5%
05
Baltimore RavensAFC North
7.0%
06
Detroit LionsNFC North
6.5%
07
Green Bay PackersNFC North
5.0%
08
Cincinnati BengalsAFC North
4.5%
Model vs Market

Our Model vs Vegas — opening matchups

Illustrative Week 1 matchups. The two columns will diverge once the live model runs — that divergence, graded after each game, is the whole point of this platform.

Cowboys at Eagles — Week 1
Eagles
MODEL62%
MARKET64%
Chiefs at Chargers — Week 1
Chiefs
MODEL57%
MARKET60%
Ravens at Bills — Week 1
Bills
MODEL54%
MARKET52%
Lions at Packers — Week 1
Lions
MODEL51%
MARKET55%
Under the Hood

How the NFL model will work

Same two-layer architecture as the World Cup system: Layer 1 scores each game from team strength trajectories (an Elo-style rating updated weekly, rolling offensive/defensive form, rest days, home advantage) blended in a stacked ensemble; Layer 2 simulates the remaining season and playoff bracket thousands of times to produce title probabilities. Every prediction is logged to the tamper-evident public ledger before kickoff and graded against the closing Vegas line after each game — identical to the FIFA proof system.