Backcheck
Recap · MTL at OTT

Canadiens steal one from the Senators against the run of play

The Canadiens stole one. They lost the expected-goals battle 3.18–5.96 and won anyway.

By the ModelJul 12, 1:20 AMxG: xgboost-0.758Edited for clarity
Away
MTL
Montreal Canadiens
6
Home
OTT
Ottawa Senators
5
FINAL / OT
Process vs result

The underlying story

3.18Expected goals5.96
65% share for the better side
19Shot attempts (SOG)34
5High-danger chances13
49Corsi (all attempts)74
Score-adjusted: 39% / 61%
Source · NHL play-by-play · XGBoost xG

The Canadiens won 6-5 in overtime by outwishing their scoreline, not outplaying it. Montreal generated only 3.18 expected goals to Ottawa's 5.96 — a 35–65 split that should have sent the Senators home winners. Instead, Cole Caufield ended it at 00:33 of OT, converting the heist into a result.

Montreal outperformed their xG by 2.82 goals while Ottawa underperformed theirs by 0.96. That margin belongs to goaltending and fortune. S. Montembeault stopped 29 of 34 shots at a 0.853 save percentage, exceeding expectation. L. Meriläinen made 13 of 19 saves at 0.684, well below what the workload demanded.

The game turned on Montreal's rush attack. The Canadiens scored 4 goals on 19 rush chances against Ottawa's 3 on 24 — marginal volumes but decisive efficiency. On high-danger chances, Ottawa dominated 13–5. Montreal converted 0 of 5 high-danger attempts but stole 2 goals from low-danger positions, plays where opposing goalies must earn their keep.

Cole Caufield finished with 2 goals and 1 assist in 19:19, capping his night with the decider. J. Sanderson led the Senators with 1 goal and 3 assists in 25:39. L. Hutson steered Montreal's offense with 3 assists in 26:22.

Montreal's overperformance and Ottawa's underperformance weren't symmetrical — the Senators missed 0.96 goals while the Canadiens banked an extra 2.82. L. Meriläinen was 100% on five high-danger chances, meaning the Canadiens' surplus came from elsewhere: low-danger conversions and outrushing the Senators. That formula does not repeat often.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
MTL0 / 5 · 1.15 xG
OTT3 / 13 · 3.83 xG
Medium dangermid-range
MTL4 / 15 · 1.71 xG
OTT2 / 13 · 1.48 xG
Low dangerperimeter & point
MTL2 / 29 · 0.32 xG
OTT0 / 48 · 0.65 xG

MTL went 4-for-15 from medium danger on 1.71 expected goals — 2.3 above expected.

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

Finishing vs expected

expectedactual
MTL
6 G · 3.18 xG · +2.8
OTT
5 G · 5.96 xG · -1.0
01234567
Goalies · GSAx (goals saved above expected)
S. MontembeaultMTL
+1.0
L. MeriläinenOTT
-2.8

MTL finished +2.8 against expected, OTT -1.0 — L. Meriläinen (OTT) allowed 2.8 more goals than expected.

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

Shot diet

goalsshots
MTL
WRIST2/24
TIP IN1/4
SLAP2/2
SNAP1/3
BACKHAND0/0
DEFLECTED0/0
BETWEEN LEGS0/0
OTHER0/16
OTT
WRIST3/28
TIP IN1/5
SLAP0/6
SNAP0/3
BACKHAND0/3
DEFLECTED0/2
BETWEEN LEGS1/1
OTHER0/26
MTL
OTT
Off the rush
4 G on 19 · 2.03 xG
3 G on 24 · 3.25 xG
Off rebounds
0 G on 3 · 0.60 xG
0 G on 7 · 1.65 xG

Wrist shots carried the volume: MTL went 2-for-24, OTT 3-for-28. MTL scored 4 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
J. Sanderson
#85 · D · OTT
1 G · 3 A · 3 SOG · 25:39 TOI
L. Hutson
#48 · D · MTL
0 G · 3 A · 2 SOG · 26:22 TOI · +1
C. Caufield
#13 · R · MTL
2 G · 1 A · 3 SOG · 19:19 TOI · +2
Ranked from the box score — points first · Backcheck
What the model flagged
  • MTL stole this one. OTT owned 65% of the xG and lost.
  • L. Meriläinen (OTT) gave up 2.8 goals more than expected — well below their workload.
  • Open game — 18 high-danger chances combined (OTT 13, MTL 5).
  • MTL couldn't convert — 0/5 on high-danger chances. That won't happen often.
  • MTL scored 2 goals from low-danger spots — the opposing goalie needs to have those.
  • OTT was lethal off the rush — 3 goals on 24 rush chances.
  • MTL was lethal off the rush — 4 goals on 19 rush chances.
  • OTT created 7 rebound opportunities (0 converted) — crashing the net effectively.
  • MTL created 3 rebound opportunities (0 converted) — crashing the net effectively.
  • MTL outperformed their expected goals by 2.8 — elite finishing or lucky bounces.
  • L. Meriläinen was a wall on HD chances — 100% SV on 5 high-danger shots.
Before the game — the model's pre-game read
Preview · MTL at OTT · 7:00 PM ET

The Senators are the model's lean over the Canadiens — with PDO regression in play

By the ModelJul 12, 1:08 AMEdited for clarity
Win probability

The model's lean

59%
OTT
Model favorite
41%
59%
MTL50OTT

OTT by 18 points of win probability — a clear lean. Projected score MTL 2.32.8 OTT; 18% chance it's tied after 60.

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

Tale of the tape

MTL← edge
edge →OTT
48.0%5v5 xG%56.0%
49.0%Corsi%53.0%
2.41xGF / 602.66
2.62xGA / 602.12
2.24Goals for / gm2.18
1.96Goals against / gm1.99
1.018PDO — luck, not skill0.993

OTT holds 4 of 6 process categories — and PDO (1.018 vs 0.993) says MTL has run hotter.

Source · MoneyPuck season tables · 5v5

The model projects a 2.3 to 2.8 goal game favoring the Senators, who own 59% win probability.

Montreal arrives hotter by points pace, running 6-3-1 over its last 10 games. Ottawa, by contrast, is underwater at minus-8 goal differential in that same stretch. But the underlying numbers tell a different story. Ottawa dominates expected goals at 56.0% to Montreal's 48.0%, and controls shot volume at 53.0% Corsi against 49.0%. The Senators should win this matchup more often than not — the model is simply catching up to reality.

Montreal's PDO sits at 1.018 — running hot, unsustainable. Expect Montreal's conversion and save rates to regress downward. Ottawa's PDO of 0.993 runs cold, meaning the Senators have gotten unlucky on both ends. When you own the underlying play and have room to improve on luck, you have a lean.

Ottawa's edge sharpens when you isolate shot quality. Cole Caufield leads Montreal with 0.97 expected goals per 60 minutes, having scored 33 goals on 16 assists with a 20.0% shooting rate. That's elite. But Oliver Kapanen (0.83 xG/60, 19 goals, 17.8% shooting) sits well behind, leaving Montreal dependent on Caufield's scoring burst to compensate. For Ottawa, Brady Tkachuk generates 1.19 xG/60 — a higher threat rate — and has found balance with 11 goals and 20 assists at just 7.5% efficiency, suggesting room for growth. Dylan Cozens (1.00 xG/60, 13 goals, 15 assists, 9.5% shooting) provides secondary punch.

Defensively, Montreal has a weak link in Mike Matheson. Ottawa's equivalent is Nick Jensen. The matchup advantage here belongs to Ottawa, which can impose its higher-volume attack on Montreal's inferior underlying defense.

The goaltending note: J. Fowler is on a back-to-back. Watch for either a backup start or a tired starter, either of which shifts the edge further toward Ottawa.

This is a model alignment situation — the public may still respect Montreal's recent form, but the underlying metrics have already moved on. The Senators have the play, the luck room, and the favorable matchups. Ottawa wins this one more than it loses.

Computed danger · scouting

Players to watch

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
OTT
Brady Tkachuk11G 20A
1.19 xG/60 · 2 HD · 7.5% sh
Dylan Cozens13G 15A
1.00 xG/60 · 1 HD · 9.5% sh
Source · MoneyPuck skaters