Baltimore Ravens vs Buffalo Bills Player Prop Predictions & Picks for November 1, 2026

Updated October 30, 2026


Updated October 30, 2026

The Baltimore Ravens travel to Orchard Park to face the Buffalo Bills on Sunday, November 1, 2026, with kickoff scheduled for 1 p.m. ET. Buffalo enters the Week 8 showdown at 5-1 following its bye, while Baltimore sits at 4-3 after consecutive losses. The biggest development is Lamar Jackson's return from an ankle injury that sidelined him for 3 games. Our Ravens vs Bills player prop predictions focus on opportunities involving Josh Allen, Derrick Henry, and Jackson.
Consistent Rushing Scores
Josh Allen has been one of the NFL's most productive scoring threats in 2026, entering Sunday's game with 8 rushing touchdowns through just 6 appearances. Seven of those scores have come from inside the 2-yard line, where Buffalo regularly relies on its quarterback to finish possessions. Allen has converted 43 of his 53 career rushing attempts from that distance into touchdowns, an extraordinary 81.1% success rate. At 60¢ on Polymarket, the market implies a 60% chance of an Allen touchdown. Our projection puts that probability at 64%, creating a 4% edge.
A Red-Hot Offense
The situation becomes even more appealing considering Buffalo's offensive production. The Bills average 32.8 points per game, the highest figure in the NFL, and enter this contest with additional preparation time following their bye. Baltimore has also struggled defensively after halftime, giving Allen opportunities to capitalize throughout the game.
Recommended Position:
Allen 1+ TD
Market Price:
60¢
Model Probability:
64%
Market-Implied Probability
60%
Model Edge
4%
Entry Threshold
62¢
Model Confidence
68/100
Established Scoring Threat
Derrick Henry enters Week 8 with 579 rushing yards and 7 rushing touchdowns on 147 carries, along with another touchdown as a receiver. Although he has gone 3 consecutive games without a rushing score, he caught a touchdown pass against Atlanta on October 11 and continues to handle a substantial workload. At 67¢ on Polymarket, Henry needs to score more than 67% of the time to justify the purchase price before costs. Our 70% projection gives him a 3% advantage.
Buffalo's Suspect Defense
Buffalo has allowed 28.5 points per game, giving Henry an opportunity to end his recent rushing scoring drought. His previous appearance in Buffalo was particularly impressive, producing 169 rushing yards and 2 touchdowns in the Ravens' 41-40 loss in September 2025. That performance doesn't guarantee similar results Sunday, but it demonstrates the damage Henry can do against this opponent. Jackson's presence should force Buffalo to account for another rushing threat, potentially creating more favorable opportunities for Henry.
Recommended Position:
Henry 1+ TD
Market Price:
67¢
Model Probability:
70%
Market-Implied Probability
67%
Model Edge
3%
Entry Threshold
68¢
Model Confidence
62/100
Subpar Passing TD Totals
Lamar Jackson's return is excellent news for Baltimore, but expecting an immediate return to peak production may be overly optimistic. Jackson has thrown 6 touchdown passes across 4 games this season, averaging 1.5 per appearance. He recorded exactly 1 passing touchdown in each of his first 2 games before throwing 2 in consecutive outings against Dallas and Tennessee.
Ankle Issues Still Present
After missing 3 games with a sprained ankle, Jackson participated fully in practice this week and has been cleared to play. However, he acknowledged that his ankle still causes some discomfort. Polymarket's 52¢ price for under 1.5 passing touchdowns implies a 52% probability of Jackson finishing with no more than 1 touchdown pass. Our estimate of 54% produces a 2% edge.
Recommended Position:
Under 1.5 Pass TDs
Market Price:
52¢
Model Probability:
54%
Market-Implied Probability
52%
Model Edge
2%
Entry Threshold
53¢
Model Confidence
54/100
Polymarket currently lists Buffalo at 62.5¢ to win outright, compared with 37.75¢ for Baltimore, reflecting the Bills' stronger record, home-field advantage, and exceptional offensive production. Buffalo is also priced at 46.5¢ to win by more than 3.5 points. The full-game total sits at 54.5 points, with the over priced at 49.5¢, suggesting expectations of a high-scoring contest without a decisive lean toward either side of that total.
The Bills average 32.8 points per game but surrender 28.5, while the Ravens have enough offensive talent to challenge Buffalo's defense if Jackson returns effectively. Buffalo deserves its favorite status, particularly after an extra week of preparation, but Baltimore's offensive potential makes a competitive game entirely realistic.
Our 3 player prop predictions fit a Ravens vs Bills prediction in which both offenses generate scoring opportunities without necessarily relying on passing touchdowns to finish drives. Allen's rushing ability gives Buffalo another dependable option near the goal line, while Henry could benefit from a Baltimore offense that becomes more balanced with Jackson back under center. That same possibility supports the Jackson passing touchdown under, even if the Ravens manage to score several touchdowns overall.
These outcomes are not mutually exclusive. Both quarterbacks can move their offenses effectively while rushing touchdowns account for a significant share of the scoring. Of the 3 selections, Josh Allen anytime touchdown scorer at 60¢ offers the largest projected edge, followed by Henry at 67¢. Jackson under 1.5 passing touchdowns at 52¢ remains a smaller, more speculative opportunity that requires greater price discipline.