Rangers vs Penguins Prediction — AI Finds CAN'T MISS NHL Lines & Props (Jan 31)
Updated: 2026-01-29T03:31:50.923562ZBy Remi at Leans.AI — AI picks for ATS, ML, OU & props
The New York Rangers head to PPG Paints Arena to take on the Pittsburgh Penguins on January 31, 2026 in a Metropolitan Division clash that pits a struggling road club against a surging home contender. Pittsburgh enters as the clear favorite riding a multi-game winning streak, while the Rangers look to snap a prolonged slump and get back on track.
Get key insights, betting trends, and AI-powered predictions to help incorporate into your betting strategies.
GAME INFO
Date: Jan 31, 2026
Start Time: 4:30 PM EST
Venue: PPG Paints Arena
Penguins Record: (27-14)
Rangers Record: (22-27)
OPENING ODDS
NYR Moneyline: +161
PIT Moneyline: -195
NYR Spread: +1.5
PIT Spread: -1.5
Over/Under: 6.5
NYR
Betting Trends
- New York’s recent form against the spread has been mixed, with the Rangers going W-L-W-L-W ATS over their last five games, and they’re priced as underdogs with a +1.5 puck line in this matchup.
PIT
Betting Trends
- Pittsburgh has been strong ATS lately, earning W-L-W-W-W marks in its last five games against the spread, reflecting its recent run of wins as favorites and at home.
MATCHUP TRENDS
- This game’s total has been set unusually high at 6.5 goals even though both teams’ combined scoring trends sit closer to six goals per game, making the OVER/UNDER market intriguing. Both clubs have seen numerous games go over 6.5 this season, though defensive matchups could pull this one under.
NYR vs. PIT
Best Prop Bet
- Remi's searched hard and found the best prop for this matchup: S. Crosby under 19.5 Time on Ice.
LIVE NHL ODDS
NHL ODDS COMPARISON
WANT MORE AI PICKS?
NET UNITS (INCL VIG & EXEC)
NET PROFIT (INCL VIG & EXEC) $100/UNIT
NET UNITS (INCL VIG)
NET PROFIT (INCL VIG) $100/UNIT
AI SPORTS PICK PRODUCTS
Create a Free Account
‘Create an Account’ to Get Remi’s Picks Today. Remi Finds New Picks
Remi calculates the probability a team will cover the line. Remi Works 24/7
Remi uses this probability to assign units to each pick.
Get Remi's AI Picks
Get Remi’s Top AI Sports Picks sent direct to your inbox.
Hedge Meaning in Betting | 4 Obvious Times to Hedge
Learn about hedge betting to manage risk and secure profits. Understand...
What is a Push in Betting? | 3 Ways To Use To Your Advantage
Understand what a push in betting means, how it happens in...
What Does the + and – Mean in Sports Betting? | 5 Easy Tips
Learn the basics of sports betting odds, what the plus (+)...
New York vs Pittsburgh Prediction & Odds:
Free NHL Betting Insights for 1/31/26
When the New York Rangers visit the Pittsburgh Penguins on January 31, 2026, fans are in for a classic Metropolitan Division battle that combines contrasting trajectories and styles. Pittsburgh has flipped a season of ups and downs into a dominant run, winning its last five games and showcasing a blend of veteran leadership and offensive balance. Sidney Crosby continues to steer the attack with poise and production, contributing consistently with goals and assists while players like Anthony Mantha and Evgeni Malkin chip in to provide depth scoring. The Penguins’ power play has been effective and their defense has largely kept opponents to lower-probability opportunities, helping Pittsburgh rank among the better defensive clubs in the league. On the other side, the Rangers have struggled to find consistency and sit near the bottom of the standings, hampered by injuries to key contributors like Igor Shesterkin and Adam Fox that have disrupted their structure and confidence.
New York’s offense has been limited, ranking low in goals per game, and goaltending volatility has left them vulnerable in tight matchups. However, the Rangers have shown flashes of resilience in recent games and have been competitive when they can control possession and limit turnovers. Historically, head-to-head results between these two teams have seen the Rangers earn more wins overall, but Pittsburgh’s current form and home ice give them a clear edge in this contest. Special teams and goaltending will play critical roles: if Pittsburgh can dominate possession and limit the Rangers’ transition chances, they can maintain control; if New York shortens the game and forces low-event sequences, they have a shot to stay close and maybe pull a surprise. With both clubs familiar with sustained slumps and streaks over the season, this game will be a telling mid-season litmus test for each fan base as they chase either a playoff push or redemption.
Get live NHL odds and precise AI NHL picks, predictions, and cover probabilities.
Mika's got the magic touch 💫 pic.twitter.com/DtD8YIMdhJ
— New York Rangers (@NYRangers) January 30, 2026
New York Rangers NHL Preview
The New York Rangers enter this road matchup against the Pittsburgh Penguins with plenty of challenges but also the potential to flip the narrative of a difficult season. New York has struggled for consistency, finding themselves toward the bottom of the standings as injuries to key players like Igor Shesterkin and Adam Fox have disrupted their defensive structure and goaltending confidence. Backup and fill-in netminders have struggled to provide the steadiness the Rangers would like, and the defensive reshuffling has forced less experienced pairings into high-pressure situations. Offensively, the Rangers rank near the lower end of the league in goals per game, often relying on balanced scoring rather than a single dominant line. Players such as Mika Zibanejad and Artemi Panarin have had to carry heavy minutes and production, but without consistent support from the depth lines, the team has been vulnerable in transition and in tight games. Despite these struggles, New York has shown flashes of resilience; they’ve earned wins in spite of adversity and can grind through cycles when disciplined in the neutral zone.
The team’s ability to lean on structured play and limit high-danger chances against will be crucial in a road environment where Pittsburgh is aggressive and opportunistic. The Rangers’ special teams have had mixed results, and in this matchup they’ll need to convert on power-play chances and tighten up on the penalty kill to stay competitive. Coach Mike Sullivan and his staff will look to tighten gaps, limit giveaways, and generate clean entries into the offensive zone to jump-start their attack. If New York can shorten shifts, force turnovers in the neutral zone, and get goaltending that keeps them in the fight early, they have the shot to hang tough and potentially pull off an upset. For a team that has struggled recently, focusing on fundamentals and execution will be paramount as they try to reverse their fortunes in this Metropolitan Division showdown.
Credit: USA TODAY/IMAGN
Pittsburgh Penguins NHL Preview
The Pittsburgh Penguins come into this January 31 matchup against the New York Rangers riding a significant wave of momentum that has transformed their season. Pittsburgh has strung together an impressive run of wins over the last several games, outscoring opponents and tightening up defensively in key moments. Veterans like Sidney Crosby continue to set the pace offensively, taking advantage of space in the offensive zone and creating high-quality chances, while depth contributors ensure the opposing penalty kill can’t key in on just one unit. Pittsburgh’s goaltending has been solid, and the transition game has been effective at turning defense into offense, allowing them to convert opportunities quickly after gaining possession. The Penguins’ recent defensive play has reduced the quality of chances allowed, forcing opponents into perimeter attempts and limiting dangerous rebounds. On home ice at PPG Paints Arena, Pittsburgh enjoys strong support and familiarity, which has helped them sustain pressure and maintain composure late in games.
The Penguins’ special teams have been a factor in their recent success as well, with the power play generating momentum swings and the penalty kill neutralizing key threats to keep the game close when shorthanded. Their defensive group has also shown improved gap control and breakout execution, minimizing costly turnovers that plagued them earlier in the season. Despite their recent strengths, the Penguins will need to manage their edges against a Rangers team that can be scrappy and opportunistic, turning mistakes into transition chances. Bryan Rust’s suspension could affect some forward depth and physical presence, but Pittsburgh’s overall depth should absorb that absence. The coaching staff will emphasize smart puck movement, controlled entries, and disciplined defensive assignments to keep the Rangers off the scoresheet. If the Penguins can continue their balanced scoring and maintain their defensive intensity, they will likely control the pace and edge this Metropolitan Division showdown in front of their home crowd.
You bring the energy. We bring the prizes.
— Pittsburgh Penguins (@penguins) January 30, 2026
Game-worn jerseys, signed memorabilia, suite tickets, and more could be yours on Fan Appreciation Night, courtesy of @DollarEnergyFnd.
Enter: https://t.co/v6JzQGCkCz pic.twitter.com/kedvK35OsS
New York vs Pittsburgh Prop Picks (AI)
AI algorithm Remi is pouring through tons of datapoints on each team. In fact, anytime the Rangers and Penguins play there’s always several intriguing trends to key in on. Not to mention games played at PPG Paints Arena in Jan rarely follow normal, predictable patterns.
New York vs Pittsburgh Prediction (AI)
Remi, our AI sports wizard, has been pouring over millions of data from every past game between the Rangers and Penguins and using recursive machine learning and impressive AI to boil down the data to a single cover probability.
Oddly enough, we’ve seen the AI has been most keyed in on the unproportionally assigned emphasis knucklehead sportsbettors regularly put on Pittsburgh’s strength factors between a Rangers team going up against a possibly rested Penguins team. It appears the true game analytics appear to reflect a slight lean against one Vegas line in particular.
Unlock this in-depth AI prediction and all of our NHL AI picks for FREE now.
Below is our current AI New York vs Pittsburgh picks, computer picks Rangers vs Penguins, best bets, model edges, confidence ratings.
|
DATE | GAME | LEAN | %WIN | UNITS | LEVEL |
|---|---|---|---|---|---|---|
| ACTIVE PICKS LOCKED - SEE NOW | ||||||
These picks update as information changes—injury reports, and market movement. Each line shows our model’s fair price, the edge versus the market, and a unit confidence rating (1–10). Odds and availability vary by sportsbook and time. Edges are computed against the listed price; value may change after line moves. Always shop for the best number. See the full NHL schedule.
New York Betting Trends
New York’s recent form against the spread has been mixed, with the Rangers going W-L-W-L-W ATS over their last five games, and they’re priced as underdogs with a +1.5 puck line in this matchup.
Pittsburgh Betting Trends
Pittsburgh has been strong ATS lately, earning W-L-W-W-W marks in its last five games against the spread, reflecting its recent run of wins as favorites and at home.
Rangers vs. Penguins Matchup Trends
This game’s total has been set unusually high at 6.5 goals even though both teams’ combined scoring trends sit closer to six goals per game, making the OVER/UNDER market intriguing. Both clubs have seen numerous games go over 6.5 this season, though defensive matchups could pull this one under.
New York vs. Pittsburgh Game Info
New York vs Pittsburgh starts on January 31, 2026 at 4:30 PM EST.
Venue: PPG Paints Arena.
Spread: Pittsburgh -1.5
Moneyline: New York +161, Pittsburgh -195
Over/Under: 6.5
New York: (22-27) | Pittsburgh: (27-14)
Remi's searched hard and found the best prop for this matchup: S. Crosby under 19.5 Time on Ice.. Prices move—always shop for the best number.
This game’s total has been set unusually high at 6.5 goals even though both teams’ combined scoring trends sit closer to six goals per game, making the OVER/UNDER market intriguing. Both clubs have seen numerous games go over 6.5 this season, though defensive matchups could pull this one under.
NYR trend: New York’s recent form against the spread has been mixed, with the Rangers going W-L-W-L-W ATS over their last five games, and they’re priced as underdogs with a +1.5 puck line in this matchup.
PIT trend: Pittsburgh has been strong ATS lately, earning W-L-W-W-W marks in its last five games against the spread, reflecting its recent run of wins as favorites and at home.
See our latest NHL picks and odds pages for 2026 to compare prices before you bet.
New York vs. Pittsburgh Odds
AI algorithm Remi is pouring through mountains of stats on each player. In fact, anytime the New York vs Pittsburgh trends are analyzed, there’s always several intriguing observations to key in on. Not to mention games played at extreme temps seemingly never follow normal, predictable patterns.
| NYR Moneyline | +161 |
|---|---|
| PIT Moneyline | -195 |
| NYR Spread | +1.5 |
| PIT Spread | -1.5 |
| Over / Under | 6.5 |
New York vs Pittsburgh Live Odds
| Games | PTS | ML | SPR | O/U | |
|---|---|---|---|---|---|
|
Feb 25, 2026 7:00PM EST
Buffalo Sabres
New Jersey Devils
2/25/26 7PM
Sabres
Devils
|
–
–
|
-121
-103
|
pk
pk
|
|
|
|
Feb 25, 2026 7:00PM EST
Philadelphia Flyers
Washington Capitals
2/25/26 7PM
Flyers
Capitals
|
–
–
|
+170
-215
|
pk
pk
|
|
|
|
Feb 25, 2026 7:30PM EST
Toronto Maple Leafs
Tampa Bay Lightning
2/25/26 7:30PM
Maple Leafs
Lightning
|
–
–
|
+170
-220
|
pk
pk
|
|
|
|
Feb 25, 2026 8:00PM EST
Seattle Kraken
Dallas Stars
2/25/26 8PM
Kraken
Stars
|
–
–
|
+155
-195
|
pk
pk
|
|
|
|
Feb 25, 2026 10:00PM EST
Winnipeg Jets
Vancouver Canucks
2/25/26 10PM
Jets
Canucks
|
–
–
|
-143
+115
|
pk
pk
|
|
|
|
Feb 25, 2026 10:00PM EST
Las Vegas Golden Knights
Los Angeles Kings
2/25/26 10PM
Golden Knights
Kings
|
–
–
|
-109
|
pk
pk
|
|
|
|
Feb 25, 2026 10:30PM EST
Edmonton Oilers
Anaheim Ducks
2/25/26 10:30PM
Oilers
Ducks
|
–
–
|
-157
+125
|
pk
pk
|
|
NHL Past Picks
Remi—our in-house AI—prices every game and prop using multi-season priors, tempo/efficiency, injury/usage signals, and market movement.
We publish fair prices, recommended “buy-to” numbers, and confidence so you can bet prices, not teams.
This preview covers New York Rangers vs. Pittsburgh Penguins on January 31, 2026 at PPG Paints Arena.
Odds shown reflect widely available numbers and may update closer to kickoff.
Want more? Check live edges, player props, and line moves on our NHL odds pages, and compare prices before you place a bet.
|
NHL |
LEAN | %WIN | UNITS | RESULT |
|---|---|---|---|---|
| WPG@NJ | WPG +110 | 49.3% | 1 | WIN |
| NJ@SEA | NJ -120 | 54.9% | 2 | WIN |
| FLA@CHI | OVER 5.5 | 57.1% | 3 | WIN |
| NJ@EDM | NJ +151 | 44.0% | 1 | WIN |
| CLB@PIT | PIT -120 | 54.7% | 3 | LOSS |
| MIN@BUF | BUF -120 | 55.6% | 4 | LOSS |
| ANA@LA | ANA +128 | 47.6% | 1 | WIN |
| NSH@COL | UNDER 6.5 | 53.8% | 3 | LOSS |
| CGY@CHI | CHI -118 | 54.8% | 3 | LOSS |
| EDM@NSH | NSH +115 | 51.0% | 1 | WIN |
| DAL@ANA | DAL -116 | 54.0% | 3 | LOSS |
| FLA@BUF | BUF -115 | 55.8% | 4 | LOSS |
| NJ@WPG | WPG -122 | 55.5% | 4 | WIN |
| SEA@CGY | SEA +137 | 46.5% | 1 | WIN |
| NSH@CGY | CGY -118 | 57.5% | 4 | LOSS |
| BUF@CLB | BUF -108 | 59.7% | 4 | LOSS |
| WPG@TOR | TOR -133 | 58.8% | 4 | WIN |
| MIN@SJ | SJ +150 | 47.4% | 1 | WIN |
| WAS@FLA | FLA -118 | 56.6% | 3 | WIN |
| MIN@WPG | MIN -113 | 55.1% | 4 | WIN |
| PHI@CHI | PHI -125 | 56.1% | 4 | WIN |
| DAL@DET | DAL -125 | 58.0% | 6 | LOSS |
| ANA@CLB | ZACH WERENSKI OVER 1.5 BLOCKS | 54.4% | 4 | LOSS |
| NSH@STL | NSH -105 | 53.3% | 3 | WIN |
| OTT@WPG | OVER 5.5 | 54.0% | 3 | LOSS |
| TB@NYI | TB -130 | 60.9% | 6 | LOSS |
| LV@NYI | NYI +120 | 46.1% | 1 | WIN |
| BUF@CGY | OVER 5.5 | 52.2% | 1 | WIN |
| MIN@CGY | MIN -115 | 56.5% | 6 | LOSS |
| PIT@TB | UNDER 6.5 | 54.8% | 3 | LOSS |
| TOR@FLA | OVER 6 | 53.8% | 3 | PUSH |
| MON@LV | OVER 6 | 54.4% | 4 | LOSS |
| PHI@FLA | SAM BENNETT UNDER 2.5 SHOTS ON GOAL | 54.1% | 4 | LOSS |
| BOS@NYI | MATHEW BARZAL OVER 0.5 ASSTS | 54.4% | 4 | LOSS |
| CLB@WAS | OVER 6.5 | 54.2% | 3 | LOSS |
| CLB@DET | DET -135 | 67.0% | 6 | WIN |
| STL@PHI | UNDER 5.5 | 54.6% | 4 | WIN |
| CAR@MIN | OVER 6 | 56.4% | 4 | WIN |
| PHI@STL | JORDAN BINNINGTON UNDER 22.5 SAVES | 54.4% | 4 | LOSS |
| CLB@SEA | CLB +110 | 44.6% | 1 | WIN |
| MIN@NYI | MATHEW BARZAL OVER 0.5 PTS | 56.6% | 6 | WIN |
| PHI@NSH | NSH -122 | 55.7% | 3 | LOSS |
| SJ@SEA | JORDAN EBERLE OVER 0.5 ASSTS | 53.3% | 3 | LOSS |
| CAR@NYR | OVER 5.5 | 53.5% | 3 | LOSS |
| PIT@TOR | OVER 6.5 | 53.5% | 3 | WIN |
| VAN@NSH | OVER 5.5 | 53.9% | 3 | WIN |
| NJ@ANA | ANA +110 | 44.8% | 1 | WIN |
| DET@ANA | DET -100 | 51.5% | 3 | LOSS |
| NYI@CAR | UNDER 6.5 | 54.1% | 4 | LOSS |
| WPG@MIN | WPG -115 | 56.4% | 4 | WIN |
| NYI@BOS | UNDER 6.5 | 55.0% | 3 | LOSS |
