🏒
AI Analysis: The Key to the Rangers vs. Leafs Matchup Lies in the Goaltending Gap
DEMO DATA
NYR
Rangers
Metro · 2 / 8 · 45-24-6 (OT)
About 5
W
W
L
W
OT
VS
07:00
April 19, 2026 · Saturday
🏟 Madison Square Garden · New York
🏠 Indoor Arena · 18,006 seats · Home Win Percentage: 68%
TOR
Maple Leafs
Atlantic · 3 / 8 · 42-26-7 (OT)
About 5
W
L
W
W
L
🎯 AI Predictions
24-Dimensional SHAP · High Confidence Level
Rangers Win
Maple Leafs Win
The Rangers are 24-8 at home in the regular season, and Shesterkin’s .932 save percentage ranks among the top three in the league; the Leafs are playing their second straight road game and are fatigued, with a high error rate on defense. Model probability of a home win 54%Total Goals Prediction Over 6.5 goals (58%), Most Likely Score 4-3。
24-Feature Contribution (SHAP)
Toronto Maple Leafs −
Neutral 0
+ Rangers
DEMO DATA
Shesterkin's home save percentage+0.26
Opponents are fatigued from playing back-to-back games+0.20
Matthews' away goal−0.18
Panarin is on a scoring streak+0.16
Poor Power Play Efficiency−0.14
Head-to-Head: Last 10 Matches+0.12
Penalty Kill %+0.11
Third-quarter points+0.09
Nylander passes the puck−0.09
High-Danger Shot (HDC)+0.08
Fox's Defensive Contributions+0.07
Face-off+0.06
Woll's Recent Form−0.06
MSG Atmosphere+0.05
Difference in shots on goal+0.04
Marner's overreliance−0.04
Leading after the first 5 minutes+0.04
Kreider creates scoring chances+0.03
OT: Experience Performing on Stage+0.03
Defensive error rate−0.03
The pressure of the playoffs+0.02
Laviolette's Substitution Strategy+0.02
Bench depth−0.02
Bookmaker Consensus+0.01
DEMO DATA
✨ What-if Scenario Simulation (Click to view)
📊 Key Metrics Comparison
Data for this seasonDEMO DATA
Goals per game
Maple Leafs +0.16NYRRangers3.42
TORMaple Leafs3.58
Goals against per game
Rangers -0.26NYRRangers2.76
TORMaple Leafs3.02
Shots per game
Rangers +1.3NYRRangers31.5
TORMaple Leafs30.2
Goalkeeper Save Percentage (SV%)
Rangers +0.013NYRRangers.918
TORMaple Leafs.905
Power Play %
Maple Leafs up 2.8%NYRRangers22.3%
TORMaple Leafs25.1%
Penalty Kill %
Rangers up 4.3%NYRRangers82.8%
TORMaple Leafs78.5%
Face-off Percentage
Rangers up 2.3%NYRRangers52.1%
TORMaple Leafs49.8%
Target deviation (+/−)
Maple Leafs +6NYRRangers+18
TORMaple Leafs+24
🎯 Projected Score · Most Likely Score
Monte Carlo · 10,000 simulationsExpected Goals (xG) (AI model)
3.6
Rangers
3.1
Maple Leafs
Over/Under Odds
Over 6.5 goals
58%
Rangers -1.5
42%
OT/Shootout Probability
18%
🎯 Most Likely Scores (Top 6)
4-39.8%
3-29.3%
4-28.0%
3-3 OT6.7%
5-35.9%
2-15.3%
⚔ Head-to-Head Record
This Season · Rangers: 2 wins, 1 loss2026-02-28
DEMO DATA
Regular Season @ Scotiabank
RangersNYR
5:3
TORLeafs
Rangers
2025-12-20
DEMO DATA
Regular Season · MSG
RangersNYR
2:3
TORLeafs
Leafs OT
2025-11-15
DEMO DATA
Regular Season · MSG
RangersNYR
4:1
TORLeafs
Rangers
2025-03-08
DEMO DATA
Regular Season @ Scotiabank
RangersNYR
3:2
TORLeafs
Rangers SO
2024-12-10
DEMO DATA
Regular Season · MSG
RangersNYR
1:4
TORLeafs
Leafs
📈 Recent Form (Last 10 Matches)
All Events
NYR
Rangers
7 wins 2-1 (OT)
W
W
W
L
W
OT
W
W
L
W
Wvs Devils (H)4-1
Wvs Islanders (A)3-2
Wvs Bruins (H)5-3
Lvs Capitals (A)1-4
Wvs Penguins (H)6-2
TOR
Maple Leafs
6 wins 3 losses, 1 overtime
W
L
W
W
L
W
W
OT
L
W
Wvs Canadiens (H)4-2
Lvs Panthers (A)2-5
Wvs Sabres (H)6-2
Wvs Senators (A)3-1
Lvs Lightning (A)3-4
👥 Attacking line + goalkeeper
First Line · Updated 30 minutes before the startNYR Rangers Top Line
10Artemi PanarinLW · 38G 72A
16Vincent TrocheckC · 28G 42A
20Chris KreiderRW · 32G 20A
Defense
23Adam FoxD · +32
55Ryan LindgrenD · +18
8Jacob Trouba (C)D · +12
🥅 Goalie
31Igor ShesterkinGAA 2.42 · SV% .918
TOR Maple Leafs Top Line
34Auston MatthewsC · 58G 38A
16Mitch MarnerRW · 28G 65A
88William NylanderLW · 42G 50A
Defense
44Morgan RiellyD · +15
22Jake McCabeD · +8
25Conor TimminsD · +4
🥅 Goalie
40Joseph WollGAA 2.88 · SV% .905
🎭 AI Triangular Debate
Conservative · Radical · Statistical
Debate Topic:
Rangers vs. Maple Leafs · Who will win Game 4 of the season?
Conservatives · Gatekeepers
Rangers to win
Shesterkin leads the league with a .935 save percentage at home; Woll’s 3.12 GAA on the road is on the high side. The difference in goaltending could be the deciding factor in a one-goal game.
DeterminationRangers to win
Radicals · Celebrities
Maple Leafs win
Matthews leads the NHL with 58 goals this season, scoring 32 of them on the road—more than at home. The Marner-Nylander-Matthews trio is a scoring force worth betting on.
DeterminationLeafs win
Statistical School · Major School
Over 6.5
Their last five head-to-head matches have averaged 7.2 goals, with both teams scoring freely this season. The Rangers' power play (22%) and the Leafs' power play (25%) are both top-tier, so we expect plenty of penalty opportunities.
DeterminationOver 6.5
📰 Related Articles
All →⚠
Matthews is closing in on the 60-goal mark, having scored 12 goals in his last 10 games
🏆
Panarin Scores Two Goals and Adds an Assist as the Rangers Easily Defeat the Penguins
📊
The MSG Ice Rink Curse: Rangers' Home Record in the Regular Season: 24 Wins, 8 Losses
/match/nhl/[id] v1 · Tap ☀/🌙 to switch themes
🔥 NHL · Rangers vs. Maple Leafs Tonight at 7:00 p.m. · Shesterkin starts
AI Track Record
Yesterday8/10
Week72%
Month68%
ROI+12.4%
NYR
Rangers
Metro 1 · 55-23-4
W
W
L
W
W
NHL
07:00
Friday, April 18
🏟 Madison Square Garden
❄ The ice conditions are good
❄ The ice conditions are good
TOR
Maple Leafs
Atlantic 2 · 49-28-5
W
L
W
W
L
💰 Top Pick: Value Bet
+6.8%Recommended Bets
Rangers to win in regulation
Odds 2.05 · Pinnacle · Recommended bet size: 1–2% of your bankroll
AI Probability
56%
Market-implied
49%
⚠ For informational purposes only; not betting advice. Value = AI probability − market implied probability.
🎯 AI Predictions
24-way SHAP · 2-way
Rangers Win
Maple Leafs Win
Shesterkin has a .935 save percentage at home, while the Leafs have a power-play success rate of just 18% on the road; the Rangers have gone 8-2 to close out the season and hold a 31-10-2 record at home, showing solid performance on both ends of the ice. The model predicts a home win. 56%, Over 6.5 52%, most likely 4-2。
📊 24-Dimensional Feature Contribution
Toronto Maple Leafs −
+ Rangers
Shesterkin SV% .935
+0.26
The Leafs' power-play percentage on the road is weak
+0.20
Matthews' Foot Injury Update
+0.18
Nylander is on fire on the road
−0.15
Rangers' Home-Ice Advantage at MSG
+0.13
Kreider's Playoff Push
+0.11
Rangers PK% 84%
+0.10
Leafs 5v5 xGF
−0.09
Head-to-Head: 2-1 this season
+0.08
Rangers' win rate
+0.07
Weather (Sunny)
+0.05
The visiting team's midfield playmaking
−0.05
Key players are resting
−0.04
Home-field advantage
+0.04
Win Percentage in Night Games
+0.03
Champions League experience
+0.03
Head Coach's Head-to-Head Record
−0.03
Transfer fee difference
−0.03
Goal Timing Distribution
+0.02
Yellow Card Record
−0.02
Bench strength
+0.02
Density of the schedule
−0.01
Experience in knockout tournaments
+0.01
Bookmaker Consensus
+0.01
🔮 What-if Scenario Simulation
📊 Key Figures
This seasonPoints per game
NYR Up 0.3NYRRangers3.42
TORMaple L…3.15
Points allowed per game
NYR -0.4NYRRangers2.56
TORMaple L…2.92
Team SV%
NYR High 0.0NYRRangers.922
TORMaple L….908
The Powerhouse Steps In PP%
TOR up 1.6%NYRRangers23.8%
TORMaple L…25.4%
Short-handed PK%
NYR up 5.7%NYRRangers84.2%
TORMaple L…78.5%
Shots per game
NYR +2.3NYRRangers32.8
TORMaple L…30.5
Hits per game
TOR High 1.4NYRRangers19.4
TORMaple L…20.8
Win rate on serve
NYR up 2.3%NYRRangers52.1%
TORMaple L…49.8%
🎯 Expected Score
Monte CarloExpected score
3.4
Rangers
2.6
Maple Leafs
Over 6.5 goals52%
Rangers -1.542%
The game went into overtime22%
🎯 Top 6 Most Likely Scores
4-210.2%
3-29.6%
3-18.7%
4-37.6%
2-17.1%
5-35.9%
⚔ Head-to-Head Record
The Rangers are 2-1 this season2026
03/28
03/28
NYRR
4:2
LTOR
Rangers
2026
02/14
02/14
NYRR
1:3
LTOR
Leafs
2026
01/08
01/08
NYRR
5:2
LTOR
Rangers
2025
11/20
11/20
NYRR
3:2
LTOR
Rangers (OT)
2025
10/15
10/15
NYRR
2:4
LTOR
Leafs
📈 Recent Updates Form
Last 10 games
R
Rangers
7 wins 2-1 OTL
W
W
L
W
W
OT
W
W
L
W
Wvs Islanders (H)4-1
Wvs Devils (A)3-2
Lvs Bruins (A)1-4
Wvs Flyers (H)5-2
L
Maple Leafs
6 wins 3 losses, 1 OTL
W
L
W
W
OT
W
W
L
L
W
Wvs Senators (H)5-3
Lvs Panthers (A)2-4
Wvs Canadiens (H)6-2
Wvs Sabres (A)4-3
👥 Expected lineup
Updated 1 hour before the startR Rangers Starting Lineup Forwards · D · G
Front-line striker
20C. KreiderLW · 38G
93M. ZibanejadC · 72pts
10A. Panarin (A)RW · 92pts
16V. TrocheckC · 68pts
24K. KakkoRW · 45pts
Defensive line
8J. Trouba (C)D · +15
55R. LindgrenD · +12
23A. FoxD · 82pts
🥅 Starting goalkeeper
31I. ShesterkinSV% .935
L Maple Leafs Starting Lineup Forwards · D · G
Front-line striker
34A. Matthews (C)C · 69G
16M. MarnerRW · 98pts
88W. NylanderRW · 95pts
91J. TavaresC · 74pts
89N. RobertsonLW · 42pts
Defensive line
44M. Rielly (A)D · 58pts
3J. McCabeD · +8
25C. BenoitD · +5
⚠ To be monitored
34A. MatthewsAnkle · 80%
🥅 Starting goalkeeper
1J. WollSV% .908
📈 Odds Comparison
In real time
Bookie
Rangers
Oita
Leafs
Pinnacle
2.05
1.95
2.22
DraftKings
2.00
1.92
2.28
FanDuel
2.02
1.90
2.25
BetMGM
1.98
1.93
2.24
Highest odds
🎭 AI Triangular Debate
Debate Topic:Can the Rangers sweep the opening game?
Conservatives Rangers to win in regulation ▼
Shesterkin has a .928 save percentage in the playoffs, and the Rangers are 31-10-2 at home. The Leafs have a 3-7 record in their last 10 road games at MSG.
→ Rangers to win
radicals Leafs Away Win Value ▼
Four players on the Leafs have 70+ points, and Matthews has 70 goals; the away odds of 2.28 imply a 44% probability, which is lower than the model’s 44%, making this a worthwhile bet as well.
→ Maple Leafs win
Statisticians Total Under 6.5 ▼
The average score in the first game of the playoffs is 5.6 goals, and the average in the last five head-to-head matches between the two teams is 5.4 goals; given the tense atmosphere, the likelihood of a lower-scoring game is high.
→ Under 6.5
🔗 Related Events
NHL · Playoffs📰 Related Articles
All →🏒
AI In-Depth Analysis: Shesterkin vs. Matthews—The First Game Will Set the Tone for the Series
⚡
Matthews' ankle condition is uncertain; a decision on whether he will start will be made after the pre-game warm-up.
🏆
The Rangers finished first in the Eastern Conference during the regular season, and the home-ice advantage at MSG will work in their favor in Game 1.