NHL Playoffs 2026 — AI Predictions for the Stanley Cup

The 2025-26 NHL regular season wraps up April 17, and the Stanley Cup playoffs begin the following week. The final standings are nearly locked — Florida is dominant in the East after an 8-1 demolition of Detroit this week, Winnipeg and Colorado have separated themselves in the West, and several wild card races are going down to the final games. Here's our AI model's read on every projected first-round series, which favorites are vulnerable, and where the value sits heading into the postseason.

Our NHL prediction accuracy this season sits at 57.3% across 82 graded regular-season picks. Playoff hockey is a different animal — more physical, lower-scoring, and goaltender-dependent — but the model adjusts for all of it. Let's walk through how.

How AI Predicts Playoff Hockey Differently

Regular season NHL prediction and playoff prediction require fundamentally different models. Our AI makes several key adjustments when the postseason begins.

Goaltending becomes the single biggest variable. In the regular season, teams rotate goalies, give backups starts, and manage workloads. In the playoffs, teams ride their number-one starter until they lose or he falters. A hot goaltender can single-handedly steal a series. The model increases its weighting of starting goalie performance metrics — save percentage, goals saved above expected, high-danger save rate — for playoff predictions.

Home ice advantage amplifies. Regular season home ice advantage in the NHL is modest — around 54-55%. In the playoffs, that climbs to 57-58% because of last change (the home team puts their lines out second, gaining a matchup advantage), crowd intensity, and the psychological weight of playing at home in an elimination scenario. The model applies playoff-specific home ice coefficients for each building.

Special teams get amplified. Power play and penalty kill performance matters more in the playoffs because games are tighter and a single power play goal can decide a series. The model increases the weight of special teams efficiency — particularly penalty kill — for postseason predictions. Teams that kill penalties well and stay disciplined have a structural edge in the playoffs.

Overtime variance is real. Playoff overtime is sudden death, full 5-on-5, and can go multiple periods. The model treats overtime-prone matchups differently because the outcome is essentially a coin flip once you get past regulation. Series between evenly matched teams that are likely to produce overtime games get lower confidence scores, reflecting the genuine uncertainty.

First-Round Predictions: Every Projected Series

Final seedings will be confirmed when the regular season ends April 17, but the bracket is nearly set. Here's the model's read on every projected first-round matchup. Exact series will be updated on the NHL picks page once the bracket is official.

Eastern Conference

(1) Florida Panthers vs (WC2) Tampa Bay Lightning. A rematch of Florida's rivalry with their in-state neighbors. Florida has been the class of the East — their 8-1 win over Detroit this week was their latest statement game. Tampa is dangerous but inconsistent, and the Rangers just beat them 4-2 in their own building. The model gives Florida a significant edge. Prediction: Panthers in 5. Confidence: 78%.

(2) Washington Capitals vs (3) Toronto Maple Leafs. Toronto's annual playoff narrative meets a Washington team that's been quietly excellent. Ottawa just beat Toronto 3-1 this week, which raised questions about the Leafs' defensive commitment. The model sees this as competitive. Prediction: Capitals in 6. Confidence: 65%.

(A2) Carolina Hurricanes vs (A3) New York Rangers. Two defensive heavyweights. The Rangers showed their quality with a 4-2 road win over Tampa, and Carolina edged the Islanders 2-1 in a tight one. This is the East's most evenly matched series. Prediction: Hurricanes in 7. Confidence: 60%.

(M2) Boston Bruins vs (M3) New Jersey Devils. Boston shut out New Jersey 4-0 on April 14 — a dominant performance that the model took notice of. The Bruins' defensive structure and goaltending depth give them an edge in a seven-game series against a Devils team that relies heavily on offensive firepower. Prediction: Bruins in 6. Confidence: 70%.

Western Conference

(1) Winnipeg Jets vs (WC2) Calgary Flames. Winnipeg has been the best team in the West for most of the season, and the model likes their depth. Calgary lost to Colorado 1-3 this week but earned their playoff spot on the strength of a strong second half. Utah beat Winnipeg 5-3 recently, showing the Jets aren't invincible, but a seven-game series against Calgary favors the deeper team. Prediction: Jets in 5. Confidence: 75%.

(2) Colorado Avalanche vs (3) Edmonton Oilers. The marquee series in the West. Colorado just beat Calgary 3-1 and Edmonton hosts Vancouver on April 17 with the 3-seed on the line. This matchup features the two most talented rosters in the conference — Nathan MacKinnon and Cale Makar against Connor McDavid and Leon Draisaitl. The model sees Colorado's depth as the difference. Prediction: Avalanche in 7. Confidence: 62%.

(C2) Dallas Stars vs (C3) Minnesota Wild. Dallas edged Buffalo 4-3 this week and Minnesota beat Anaheim 3-2. Both teams are built for playoff hockey — strong defensively, disciplined, physical. The model favors Dallas at home. Prediction: Stars in 6. Confidence: 68%.

(P2) Vegas Golden Knights vs (P3) Los Angeles Kings. Vegas hammered Winnipeg 6-2 recently, and LA beat Seattle 5-3 on the road. Both Pacific teams have the scoring depth to win a series, but Vegas's home record and playoff pedigree (they've been to two Stanley Cup Finals in the last four years) give them the edge. Prediction: Golden Knights in 6. Confidence: 68%.

Full game-by-game predictions will be live on the NHL AI picks page as soon as the playoff schedule is released.

Biggest Upset Potential

The model flags Edmonton over Colorado as the most likely first-round upset. At 62% confidence for the Avalanche, there's a 38% implied probability of an Oilers upset — the highest of any underdog in the bracket. McDavid in a seven-game series is the great equalizer. Edmonton's stars can take over a game in a way that neutralizes Colorado's depth advantage, especially if the Oilers can steal a game in Denver early.

In the East, the Rangers over Carolina at 40% implied upset probability is the series to watch. That matchup profiles as a classic coin-flip that could go either way based on goaltending.

Use our value bet finder to see where the model's series probabilities diverge from the sportsbook prices. Underdog value in the first round is real — historically, lower seeds win about 45% of NHL first-round series, making it the most upset-prone round in major North American sports.

Where the Value Sits

NHL playoff betting markets have several structural inefficiencies that the model can exploit.

Series length bets carry the most value. The public gravitates toward series winner picks, which are efficiently priced. Series length markets — especially "series to go 7 games" — tend to be underpriced for evenly matched series. The Colorado-Edmonton and Carolina-Rangers matchups both have a meaningful probability of going the distance.

Game totals in playoff hockey trend toward unders. Regular season averages around 6.2 goals per game. In the playoffs, that drops to 5.4-5.6 as defensive play tightens, goaltenders face fewer but higher-quality shots, and special teams become more disciplined. If you're building a same-game parlay, pairing a series favorite with under 5.5 goals in individual games has historically been a productive angle in the first round.

Player prop markets open up in the playoffs. Star players see 22-24 minutes of ice time (up from 19-21 in the regular season), which inflates their point totals and shot totals. Check our AI player props page for game-by-game projections on individual players.

For a deeper look at how our NHL model works under the hood, read our NHL AI Computer Picks explainer.

Conference Finals Outlook

Eastern Conference: Florida vs Washington is the model's projected conference finals. The Panthers are the clear class of the East, and Washington's blend of veteran savvy and defensive structure makes them the most likely team to survive the other side of the bracket. A Carolina-Florida matchup is also possible if the Hurricanes get past the Rangers, and that would be the higher-ceiling series.

Western Conference: Winnipeg vs Colorado is the most likely conference finals. The Jets and Avalanche have been the West's best teams all season, and neither faces a first-round opponent that should seriously threaten them (though Edmonton always has upset potential). If both survive, their conference finals matchup would be one of the best in recent NHL history.

Stanley Cup Finals Prediction

The model's pre-playoff pick: Florida Panthers over Colorado Avalanche in the Stanley Cup Finals.

Florida has the most complete roster in the league — elite goaltending, deep forward lines, a physical defensive corps, and the experience of having won the Cup recently. Colorado has the highest individual talent ceiling with MacKinnon and Makar, but Florida's depth and defensive identity are the kind of traits that translate best to a seven-game series in June.

This projection will update as the playoffs progress. Playoff hockey is the most unpredictable postseason in major sports — a hot goaltender or a key injury can upend any projection. Our 57.3% regular season accuracy reflects how difficult hockey prediction is, and the playoffs only amplify that variance.

Daily Updates Throughout the Playoffs

This article captures the pre-playoff picture. Once the games begin, our model generates fresh predictions for every playoff game with updated confidence scores. Those predictions go live daily on the NHL AI picks page. Track every prediction and its outcome on the full predictions page to hold us accountable in real time.

Sixteen teams enter. One lifts the Cup. Let's see who the AI has right.