Backcheck
Recap · BUF at MTL

Sabres hold off the Canadiens

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

By the ModelJul 12, 2:02 AMxG: xgboost-0.758Edited for clarity
Away
BUF
Buffalo Sabres
4
Home
MTL
Montreal Canadiens
2
FINAL
Process vs result

The underlying story

3.55Expected goals3.28
52% share for the better side
17Shot attempts (SOG)34
7High-danger chances3
44Corsi (all attempts)66
Score-adjusted: 35% / 65%
Source · NHL play-by-play · XGBoost xG

The Sabres beat the Canadiens 4-2, but expected goals finished 3.28–3.55—nearly even. The real gap: Montreal controlled play and registered 67% of shot attempts (34 on goal to Buffalo's 17), yet still lost. This is the margin between volume and danger.

U. Luukkonen stopped 32 of 34 shots for a 0.941 save percentage, outperforming expected performance by 1.28 goals. S. Montembeault made 13 of 16 saves at 0.812, a modest 0.55 above expected, but the quality gap was too wide to bridge.

Buffalo's efficiency told the story. They generated 0.081 expected goals per shot compared to Montreal's 0.050—a decisive difference in shot quality. In the high-danger area, Buffalo converted 3 of 7 chances (43%), where it matters most. The Canadiens created 3 rebound opportunities but converted only 1, despite crashing the net effectively.

The rush game sealed it. Buffalo scored 2 goals on 20 rush opportunities—a ratio Montreal couldn't match. Peyton Krebs's snap shot from the wing in the third period exemplified this efficiency: Buffalo capitalized on transition where Montreal merely chased.

Montreal dominated possession but never found dangerous looks. They underperformed expected goals by 1.28, the penalty for quantity without precision. N. Suzuki (1G, 1A in 20:14) and M. Matheson (1A in 23:53) worked hard, yet the Canadiens' possession advantage converted into just two goals—a reminder that shot attempts don't decide games.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
BUF3 / 7 · 2.36 xG
MTL1 / 3 · 0.69 xG
Medium dangermid-range
BUF1 / 9 · 0.87 xG
MTL0 / 16 · 1.78 xG
Low dangerperimeter & point
BUF0 / 28 · 0.32 xG
MTL1 / 47 · 0.80 xG

MTL went 0-for-16 from medium danger on 1.78 expected goals — 1.8 left on the table.

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

Finishing vs expected

expectedactual
BUF
4 G · 3.55 xG · +0.5
MTL
2 G · 3.28 xG · -1.3
012345
Goalies · GSAx (goals saved above expected)
U. LuukkonenBUF
+1.3
S. MontembeaultMTL
+0.6

BUF finished +0.5 against expected, MTL -1.3 — U. Luukkonen (BUF) saved 1.3 goals above expected.

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

Shot diet

goalsshots
BUF
SNAP3/20
SLAP0/2
TIP IN0/1
BACKHAND1/3
WRIST0/1
DEFLECTED0/0
BAT0/0
OTHER0/17
MTL
SNAP2/28
SLAP0/5
TIP IN0/5
BACKHAND0/2
WRIST0/2
DEFLECTED0/3
BAT0/1
OTHER0/20
BUF
MTL
Off the rush
2 G on 20 · 1.97 xG
1 G on 31 · 2.35 xG
Off rebounds
0 G on 1 · 0.24 xG
1 G on 3 · 0.55 xG

Snap shots carried the volume: BUF went 3-for-20, MTL 2-for-28. BUF scored 2 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
N. Suzuki
#14 · C · MTL
1 G · 1 A · 3 SOG · 20:14 TOI
M. Matheson
#8 · D · MTL
0 G · 1 A · 5 SOG · 23:53 TOI · +1
M. Samuelsson
#23 · D · BUF
0 G · 1 A · 0 SOG · 23:03 TOI · -1
Ranked from the box score — points first · Backcheck
What the model flagged
  • MTL had the shot volume but the chances weren't dangerous.
  • U. Luukkonen (BUF) stopped 1.3 goals above expected.
  • BUF had the higher quality looks — 0.081 xG/shot vs 0.050.
  • BUF was clinical in the high-danger zone — 3/7 on HD chances (43%).
  • BUF was lethal off the rush — 2 goals on 20 rush chances.
  • MTL created 3 rebound opportunities (1 converted) — crashing the net effectively.
Before the game — the model's pre-game read
Preview · BUF at MTL · 7:00 PM ET

Sabres at Canadiens: a genuine coin flip

By the ModelJul 12, 2:01 AMEdited for clarity
Win probability

The model's lean

50%
MTL
Model favorite
50%
50%
BUF50MTL

MTL by 0 points of win probability — effectively a coin flip. Projected score BUF 2.62.6 MTL; 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 →MTL
50.0%5v5 xG%48.0%
49.0%Corsi%49.0%
2.55xGF / 602.41
2.55xGA / 602.62
2.35Goals for / gm2.24
1.90Goals against / gm1.96
1.020PDO — luck, not skill1.018

BUF holds 5 of 6 process categories — and PDO (1.020 vs 1.018) says BUF has run hotter.

Source · MoneyPuck season tables · 5v5

The model projects a 2.6–2.6 game with Montreal at 50% win probability. This is about as close to a pick'em as the numbers get.

The advanced metrics confirm it. Buffalo's xG% of 50.0% edges Montreal's 48.0%, but their Corsi figures are identical at 49.0%—essentially a wash. Both teams are running hot on PDO (Buffalo 1.020, Montreal 1.018), which means regression is coming for someone, though neither advantage is large enough to predict who.

The goaltending wrinkle: J. Dobes and A. Lyon are both playing on back-to-backs. One or both may be pulled in favor of a backup, or both may skate tired. Fatigue compounds under game intensity, so whichever starter stays in longer with better legs has an edge.

Buffalo's scoring runs through Jason Zucker, generating 1.07 xG/60 with 14 goals and 14 assists. His six high-danger goals and 15.1% shooting rate make him the most efficient weapon on either roster. Josh Doan pairs alongside at 1.01 xG/60, 15 goals, and 18 assists, though his two high-danger goals and 11.5% shooting suggest he's benefiting from volume over position—Montreal will target his defensive tendencies.

Montreal counters with Cole Caufield's 33 goals, 16 assists, and 0.97 xG/60. His one high-danger goal and 20.0% shooting reveal a sniper running hot on inefficiently generated chances—that conversion rate is unsustainable. Oliver Kapanen (0.83 xG/60, 19 goals, 12 assists, four high-danger goals) is the secondary playmaker, another name riding an inflated 17.8% shooting percentage.

The matchup pivots on whether Buffalo can neutralize Caufield and whether Montreal can contain Zucker. Jack Quinn is Buffalo's defensive weak link, placing him in Montreal's scouting report. Mike Matheson is Montreal's equivalent vulnerability.

Nothing here breaks toward either team. Same possession rates, overlapping shot generation, both riding unsustainable efficiency. The back-to-back goaltending situation is the only variable that leans either way, and that's noise on a 60-game slate. This is a true coin flip.

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
MTL
Cole Caufield33G 16A
0.97 xG/60 · 1 HD · 20.0% sh
Oliver Kapanen19G 12A
0.83 xG/60 · 4 HD · 17.8% sh
Source · MoneyPuck skaters