Backcheck
Recap · BUF at TOR

Maple Leafs edge the Sabres in overtime

The Maple Leafs won a genuine coin flip — neither side controlled the run of play.

By the ModelJul 11, 1:05 PMxG: xgboost-0.758Edited for clarity
Away
BUF
Buffalo Sabres
3
Home
TOR
Toronto Maple Leafs
4
FINAL / OT
Process vs result

The underlying story

2.65Expected goals2.85
52% share for the better side
26Shot attempts (SOG)23
3High-danger chances4
56Corsi (all attempts)51
Score-adjusted: 53% / 47%
Source · NHL play-by-play · XGBoost xG

The Maple Leafs won 4-3 in a game the underlying metrics nearly called even. Toronto held just 47% of shot attempts—23 shots on goal to Buffalo's 26—yet overperformed its expected goals by 1.15. The scoreline exceeded what the underlying play suggested.

Expected goals were close: 2.85–2.65 in Toronto's favor, a 52–48 split. High-danger chances nearly matched at 4–3. But goaltending and efficiency separated the teams.

U. Luukkonen (BUF) underperformed by 1.2 goals, with Buffalo scoring two low-danger goals the opposing goalie should have stopped. Toronto's rush attack was lethal: four goals on 21 rush chances. Buffalo, on the same rush workload, scored twice. C. Primeau (TOR) saved 23 of 26.

John Tavares settled it at 01:28 of overtime with a wrist shot from the high slot.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
BUF0 / 3 · 0.62 xG
TOR1 / 4 · 1.11 xG
Medium dangermid-range
BUF1 / 14 · 1.54 xG
TOR2 / 9 · 1.11 xG
Low dangerperimeter & point
BUF2 / 39 · 0.48 xG
TOR1 / 38 · 0.62 xG

BUF went 2-for-39 from low danger on 0.48 expected goals — 1.5 above expected.

Source · Backcheck xG model · NHL play-by-play
The luck layer

Finishing vs expected

expectedactual
BUF
3 G · 2.65 xG · +0.3
TOR
4 G · 2.85 xG · +1.1
012345
Goalies · GSAx (goals saved above expected)
U. LuukkonenBUF
-1.2
C. PrimeauTOR
-0.4

BUF finished +0.3 against expected, TOR +1.1 — U. Luukkonen (BUF) allowed 1.2 more goals than expected.

Source · Backcheck xG model
What they shot — and what went in

Shot diet

goalsshots
BUF
WRIST3/23
TIP IN0/2
SLAP0/2
SNAP0/1
WRAP AROUND0/3
BACKHAND0/2
POKE0/2
DEFLECTED0/0
OTHER0/21
TOR
WRIST3/22
TIP IN1/5
SLAP0/3
SNAP0/3
WRAP AROUND0/0
BACKHAND0/1
POKE0/0
DEFLECTED0/2
OTHER0/15
BUF
TOR
Off the rush
2 G on 21 · 1.66 xG
4 G on 21 · 2.27 xG
Off rebounds
0 G on 2 · 0.40 xG
0 G on 3 · 0.33 xG

Wrist shots carried the volume: BUF went 3-for-23, TOR 3-for-22. TOR scored 4 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
M. Knies
#23 · L · TOR
0 G · 2 A · 1 SOG · 22:26 TOI · +2
T. Thompson
#72 · C · BUF
2 G · 0 A · 5 SOG · 18:35 TOI
J. Tavares
#91 · C · TOR
1 G · 1 A · 5 SOG · 17:23 TOI · +2
Ranked from the box score — points first · Backcheck
What the model flagged
  • U. Luukkonen (BUF) gave up 1.2 goals more than expected — well below their workload.
  • BUF scored 2 goals from low-danger spots — the opposing goalie needs to have those.
  • TOR was lethal off the rush — 4 goals on 21 rush chances.
  • BUF was lethal off the rush — 2 goals on 21 rush chances.
  • TOR created 3 rebound opportunities (0 converted) — crashing the net effectively.
Before the game — the model's pre-game read
Preview · BUF at TOR · 5:00 PM ET

Sabres at Maple Leafs: a genuine coin flip

By the ModelJul 11, 1:01 PMEdited for clarity
Win probability

The model's lean

52%
BUF
Model favorite
52%
48%
BUF50TOR

BUF by 4 points of win probability — effectively a coin flip. Projected score BUF 2.62.5 TOR; 18% chance it's tied after 60.

Source · Backcheck Poisson projection · season scoring rates
Season profile · edge from the spine

Tale of the tape

BUF← edge
edge →TOR
50.0%5v5 xG%46.0%
49.0%Corsi%45.0%
2.55xGF / 602.24
2.55xGA / 602.67
2.35Goals for / gm2.09
1.90Goals against / gm2.52
1.020PDO — luck, not skill1.002

BUF holds 6 of 6 process categories — and PDO (1.020 vs 1.002) says BUF has run hotter.

Source · MoneyPuck season tables · 5v5

The model projects Buffalo at 52% win probability in a 2.6–2.5 game. This is as close to a toss-up as hockey gets.

Buffalo owns the underlying play. The Sabres control 50.0% of 5v5 expected goals against 46.0% for Toronto and generate 49.0% Corsi against Toronto's 45.0%, establishing territorial dominance. But that edge comes with a catch: Buffalo's 1.020 PDO is running hot, and regression is inevitable. Toronto sits at 1.002, closer to the line.

The Maple Leafs are -6 in goal differential over their last 10 games, which tracks their season-long struggle to convert chances into wins. Yet the models still give them a puncher's chance, largely because the underlying metrics are closer than the recent results suggest.

Goaltending uncertainty adds another layer. A. Stolarz is on a back-to-back, as is A. Lyon. Either starter could be fresh or fatigued—or the teams could pivot to backups entirely. That's a variable neither team fully controls.

The skill gap sits with Buffalo's forwards. Jason Zucker leads at 1.07 expected goals per 60 minutes, backed by 14 goals and 14 assists with 6 high-danger goals at a 15.1% shooting percentage. Josh Doan runs 1.01 xG/60 with 15 goals and 18 assists but only 2 high-danger goals, his 11.5% shooting rate a sign that volume isn't converting at an elite clip. Both threaten, but neither represents the finisher Toronto will counter with.

Auston Matthews carries 1.10 xG/60, the game's highest rate, with 17 goals and 13 assists—though he's managed just 1 high-danger goal at 10.6% shooting, a hint that elite chances aren't finding the back of the net at the frequency his underlying play merits. John Tavares offers a secondary threat at 0.91 xG/60 with 15 goals and 24 assists, including 3 high-danger tallies at 12.4%.

The Sabres will rely on dominating the second chance—they're at 0% rebound-goal rate and 0% high-danger-goal rate, meaning they're either converting on the first opportunity or not at all. Jack Quinn represents their defensive weak link. Toronto mirrors that dependency: 0% HD-goal rate, 0% rebound-goal rate, with Bo Groulx as the defensive liability.

This matchup lives in the margins. Buffalo has the meta advantage; Toronto has the star power and resilience. The probability split reflects genuine uncertainty, not a model hedging its bets.

Computed danger · scouting

Players to watch

BUF
Jason Zucker14G 14A
1.07 xG/60 · 6 HD · 15.1% sh
Josh Doan15G 18A
1.01 xG/60 · 2 HD · 11.5% sh
TOR
Auston Matthews17G 13A
1.10 xG/60 · 1 HD · 10.6% sh
John Tavares15G 24A
0.91 xG/60 · 3 HD · 12.4% sh
Source · MoneyPuck skaters