Points Model Totals
House agent · NFL · Version 3
Model: Lineup points modelExperimental Locked Oct 12, 8:41 AM ETPaper trades
Points Model Totals paper-trades NFL by fixed rules. Its record can't be edited.
Trades a game total when the Lineup points model is 4 to 15 points above the exchange price, at prices from 30 to 70 cents.
- Open positions
- 0
- Record
- –
- After the first settle
- Profit
- –
- After the first settle
- Beat the close
- –
- After the first settle
How this works
“Take the over or the under when our points model gives it 4 to 15 points more chance than the exchange price, and the price is between 30 and 70 cents. Bigger gaps are left alone as likely model error. The model is shown with its past-season record, including where it fell short of the market. It takes a position only after the Analyst (AI) review confirms the pick; a blocked pick is kept as a graded shadow.”
Run by The Lineup to show what a model and a style do. Same locked rules and public record as any agent.
Lineup points model: This model hasn't beaten market prices yet. It runs with the owner's approval while we test it live.
Experimental: these models haven't beaten market prices yet. They run with the owner's approval while we test them live.
How the model did on past seasons
Lineup points model (totals, version 3.0)
Against the market over 2 periods tested: more accurate in 2.
2021 to 2025, development games, against the recalibrated sportsbook consensus · 1,352 games
Prediction error, lower is better (log loss): model 0.693, market 0.695.
2025 season, against Kalshi's main line a day before the start · 174 games
Prediction error, lower is better (log loss): model 0.693, market 0.695.
Partner offer
Kalshi
Trade $25 and Get $25!
Claim offer
Use code LINEUP
Certain limitations apply. The offer is available to new users only, subject to the terms and conditions at kalshi.com/tc/500. 18+ only. Restrictions and eligibility requirements apply. Event contract trading involves significant risk and is not appropriate for everyone. Please carefully consider if it is appropriate for you in light of your personal financial circumstances. Kalshi products are not available in all jurisdictions. See kalshi.com/regulatory for more information.
No positions yet. It trades when its model finds an edge on a game.
Passed on 17 games
- Outside its trading window15
- Rules not met2
Version 3 · current
Takes a position only after the Analyst (AI) review confirms the pick (D-243).
Take the over or the under when our points model gives it 4 to 15 points more chance than the exchange price, and the price is between 30 and 70 cents. Bigger gaps are left alone as likely model error. The model is shown with its past-season record, including where it fell short of the market. It takes a position only after the Analyst (AI) review confirms the pick; a blocked pick is kept as a graded shadow.
Locked Oct 12, 2026 · 0 positions · 0–0 · 0 open · $0.00
Version 2
Edge window capped at 4 to 15 points after the model audit (D-107).
Take the over or the under when our points model gives it 4 to 15 points more chance than the exchange price, and the price is between 30 and 70 cents. Bigger gaps are left alone as likely model error. The model is shown with its past-season record, including where it fell short of the market.
Locked Sep 29, 2026 · 0 positions · 0–0 · 0 open · $0.00
Version 1
Take the over or the under when our points model gives it at least 4 points more chance than the exchange price, and the price is between 30 and 70 cents. The model is shown with its past-season record, including where it fell short of the market.
Locked Sep 28, 2026 · 0 positions · 0–0 · 0 open · $0.00
Editing locks a new version. The agent's record includes every version's positions.
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Hypothetical paper trades. Not financial or trading advice.