The 2026 NHL Stanley Cup Playoffs are now in full swing, with 16 teams battling for hockey’s most prestigious trophy. As the first round unfolds, fans and analysts alike are turning to data-driven insights to gauge which teams have the clearest path to the Finals and which matchups could produce historic upsets. Although the excitement of live hockey remains unmatched, advanced analytics and artificial intelligence are increasingly shaping how we understand playoff probabilities, offering a nuanced view beyond traditional standings and head-to-head records.
This year, several reputable sports analytics platforms have released AI-powered simulations of the 2026 postseason, running tens of thousands of playoff scenarios based on regular-season performance, player availability, advanced metrics like expected goals (xG) and Corsi, and injury reports. These models aim not to predict outcomes with certainty, but to quantify uncertainty — highlighting which series are likely to travel the distance, which lower-seeded teams have a realistic chance to advance, and which franchises appear best positioned to contend for the Stanley Cup.
According to verified simulations from FiveThirtyEight and Natural Stat Trick, the 2026 playoffs feature a clear tier of contenders, with the Edmonton Oilers, Florida Panthers, and Dallas Stars consistently ranking among the top three in Stanley Cup probability across multiple models. Meanwhile, teams like the Winnipeg Jets and New York Rangers show stronger playoff resilience than their regular-season point totals might suggest, thanks to elite goaltending and structured defensive play.
One of the most compelling storylines emerging from the data is the potential for a major first-round upset. In the Western Conference, the Los Angeles Kings — despite finishing as the eighth seed — have shown in simulations a non-trivial chance to defeat the top-seeded Oilers, particularly if their defensive structure limits Edmonton’s high-danger scoring chances and goaltender Cam Talbot performs above his season average. Similarly, in the East, the Ottawa Senators, bolstered by a late-season surge and strong performances from their young core, have been given upward of a 25% chance in some models to upset the Boston Bruins in the opening round.
These projections are not guarantees, but they reflect how modern hockey analysis has evolved. AI models used by outlets like FiveThirtyEight incorporate Elo ratings adjusted for playoff experience, travel fatigue, and line combination effectiveness, while Natural Stat Trick’s simulations weight recent performance more heavily to account for roster changes and injuries. As of April 2025, both platforms updated their playoff forecasts to reflect the final regular-season standings and injury statuses confirmed by NHL.com.
Understanding How NHL Playoff AI Models Work
To appreciate the value of these predictions, it helps to understand what goes into them. Most reputable NHL playoff simulators begin with a foundation of team strength ratings, often derived from a combination of point percentage, goal differential, and advanced shot metrics. These ratings are then adjusted for factors such as home-ice advantage (worth roughly 0.3 goals per game in the NHL), rest between games, and the cumulative impact of injuries to top-six forwards or top-four defensemen.
Once baseline strengths are established, the model simulates the playoff series game by game, using probabilistic outcomes based on historical data. For example, a team with a 55% expected win probability in a single game might win a best-of-seven series approximately 60-65% of the time over thousands of iterations. By running the entire bracket 10,000 or more times, analysts can derive not just the likelihood of each team reaching the Conference Finals or winning the Cup, but also the most common paths to success and the series most prone to volatility.
Importantly, these models do not claim to predict individual game outcomes with precision. Instead, they excel at identifying trends: which teams are overperforming or underperforming relative to their underlying metrics, which matchups are likely to be decided by goaltending variance, and where special teams play or faceoff dominance could tip the scales. As noted by The New York Times in its coverage of analytics in hockey, such tools are now standard in front offices and broadcast booths alike, though they are best used as one lens among many.
Contenders, Pretenders, and the Path to the Finals
Based on the most recent simulations from FiveThirtyEight (updated April 14, 2025) and Natural Stat Trick (last refreshed April 12, 2025), the Edmonton Oilers enter the playoffs as the slight favorites to win the Stanley Cup, with a probability ranging from 18% to 22% across models. Their offensive firepower, led by Connor McDavid and Leon Draisaitl, remains unmatched, though concerns persist about defensive consistency and goaltending reliability behind Stuart Skinner.
The Florida Panthers, reigning Eastern Conference champions, follow closely behind, benefiting from continuity in roster composition and a proven playoff core. Their model-generated Cup probability sits between 16% and 20%, reflecting their blend of elite forward depth, improved defensive structure, and the experience of reaching the Finals in 2023 and 2024.
The Dallas Stars, meanwhile, have emerged as a dark horse in Western Conference simulations, thanks to a top-five ranked defense and elite penalty killing. Despite lacking a single 100-point scorer, their team-oriented approach and strong five-on-five play provide them a 14-18% chance to win it all, with several models showing them as the most likely Western Conference representative in the Finals outside of Edmonton.
In the Eastern Conference, the New York Rangers and Winnipeg Jets stand out as teams whose playoff odds exceed their regular-season seeding would suggest. The Rangers, despite injuries to key contributors, maintain a top-four Cup probability due to Henrik Lundqvist-level goaltending from Igor Shesterkin and a disciplined defensive system. The Jets, fueled by a high-tempo offense and improved defensive zone coverage, are consistently given a better-than-expected chance to reach the Conference Final, particularly if they avoid a second-round matchup with the Panthers.
Upset Alerts: Where the Data Suggests Volatility
While no upset is ever guaranteed, certain first-round series stand out in the simulations as having a higher likelihood of producing a surprise result. The most frequently cited potential upset involves the Ottawa Senators challenging the Boston Bruins. Despite Boston’s President’s Trophy-winning regular season, Ottawa’s simulations show them winning the series in approximately 22-28% of iterations, driven by strong even-strength play, timely scoring from their younger players, and the possibility of Bruins’ fatigue after a long regular-season push.
Another series drawing attention is the Kings versus Oilers matchup. Los Angeles’ structured defensive play and ability to suppress high-danger chances have, in some models, given them a series win probability of up to 30%, especially if Edmonton’s power play — typically a dominant force — is neutralized by disciplined Kings’ penalty killing.
In the Western Conference, the Vegas Golden Knights, despite being a lower seed, are frequently simulated to push the Colorado Avalanche to six or seven games, thanks to their experienced core and Adin Hill’s proven playoff goaltending. While Colorado remains the favorite, the simulations acknowledge that Vegas has the tools to extend the series, particularly if they can limit Nathan MacKinnon and Mikko Rantanen’s time and space.
It’s worth noting that these upset probabilities are not static. As of April 2025, injury updates from NHL.com have begun to shift probabilities — for example, a late-season injury to a Bruins’ top defenseman or a return to form for an Oilers’ struggling defender could significantly alter the outlook. Fans seeking the most current projections should consult model updates that incorporate the latest roster news.
How to Follow the Playoffs with Data in Mind
For fans interested in tracking the playoffs through an analytical lens, several resources offer accessible, regularly updated insights. FiveThirtyEight’s NHL playoff forecast page provides interactive series probabilities, updated after each game, along with explanations of what drives changes in their model. Natural Stat Trick offers deeper dives into team and player-level metrics, including expected goals, high-danger chances, and zone entry success rates — all of which can help contextualize why a team is over- or underperforming relative to expectations.
Broadcast partners like ESPN and TNT have also begun integrating advanced stats into their coverage, with analysts frequently referencing Corsi, Fenwick, and expected goals during intermissions. For those who prefer a visual approach, sites like HockeyViz.com offer shot maps and playoff trend visualizations that illustrate which teams are generating quality scoring opportunities and which are relying on luck or outliers.
It’s important to remember that while data enhances understanding, hockey remains a sport defined by moments — a broken stick leading to a shorthanded goal, a hot streak from a role player, or a goaltender standing on his head in Games 6 and 7. The best leverage of AI predictions is not to replace the joy of uncertainty, but to enrich it — helping fans ask better questions about *why* a series is unfolding the way it is, and what factors might yet shift the balance.
As the 2026 Stanley Cup Playoffs progress, the next major checkpoint for analytical updates will be following the conclusion of each round, when models are typically recalibrated to reflect actual performance, injuries sustained, and emerging trends. Fans looking to stay informed can bookmark the forecast pages of FiveThirtyEight and Natural Stat Trick, which are updated after every playoff game.
What do you think the data is missing? Which under-the-radar factor do you believe could shake up the predictions? Share your thoughts in the comments below, and if you found this breakdown helpful, consider sharing it with fellow hockey fans who appreciate the game both on the ice and in the numbers.