Week 1 Picks.
Against-the-spread picks for the week, with the BBMI projected margin next to the Vegas line. Picks post weekly and lock at kickoff. Totals are shown for reference — the spread is the product.
Model status: preseason basis — ratings seed from the market win-total prior and 2025 QB depth charts (refreshed with announced Week 1 starters in late August). Walk-forward validated across three hold-out seasons (2023–25); methodology is on the NFL model page.
| Matchup | Vegas | BBMI margin | Edge | Pick | Tier |
|---|---|---|---|---|---|
| Awaiting line | -12.2 | — | LAC | Free | |
| Awaiting line | -7.3 | — | PHI | Free | |
| Awaiting line | +7.2 | — | BAL | Free | |
| Awaiting line | -7.1 | — | DET | Free | |
| Awaiting line | -5.2 | — | JAX | Free | |
| Awaiting line | -5.2 | — | PIT | Free | |
| Awaiting line | +4 | — | CHI | Free | |
| Awaiting line | +4 | — | GB | Free | |
| Awaiting line | +3.8 | — | DAL | Free | |
| Awaiting line | -3.6 | — | CIN | Free | |
| Awaiting line | -3.5 | — | LV | Free | |
| Awaiting line | -3.4 | — | SEA | Free | |
| Awaiting line | -3.3 | — | TEN | Free | |
| Awaiting line | -3.3 | — | KC | Free | |
| Awaiting line | +0.4 | — | BUF | Free | |
| Awaiting line | 0 | — | SF | Free |
Why spread only — and why we trust it
The NFL model was built and frozen on a training window, then tested on hold-out seasons it had never seen (2023–25). The against-the-spread result held up out of sample — in-sample and out-of-sample accuracy matched — which is why ATS is the product.
Totals are projected by the same engine but haven’t cleared the same out-of-sample bar, so they’re shown for reference only — never tracked or sold as picks. We’d rather under-promise than pad the record.
Engine: every game is simulated 4,000 times by a Markov play-by-play kernel (deterministic seeds). Spreads and win probabilities come from the weather-blind champion arm; totals come from the PKY arm, which adds each team’s scoring environment and, in-season, wind and precipitation. Lines freeze at pipeline run time and do not change during the week.
Preseason note: before Week 1 there are no 2026 market lines, so the Vegas and Edge columns stay empty until books post — we never invent a number to grade against. Ratings currently assume 2025 QB starters; announced Week-1 starters are folded in during late August.