✦ AI + HOCKEY DATA

AI-powered NHL predictions you can understand

We use hockey statistics and computer-based predictions to estimate each team’s chance to win. Then we show you how those predictions actually perform.

Today’s Predictions

See each team’s chance to win and compare our three approaches.

7:30 PM EST
Buffalo Sabres
VS
Ottawa Senators
Featured predictionBuffalo Sabres
51%

Chance to win

Buffalo Sabres
51%
Ottawa Senators
49%

How the predictions compare

BUFOTT
Recent Performance49%51%
Overall Team Performance51%49%
Power Plays & Penalty Killing51%49%

Sportsbook odds

TeamMoneylinePuck line
Buffalo Sabres-104—
Ottawa Senators+104—

Opening odds (not live) · polymarket · 2026-10-22T00:35:01.261Z

Moneyline: price for a team to win. Puck line: goal handicap and associated price. Odds may have changed.

A 57% chance does not mean a guaranteed winner.

7:30 PM EST
Florida Panthers
VS
Chicago Blackhawks
Featured predictionFlorida Panthers
54%

Chance to win

Florida Panthers
54%
Chicago Blackhawks
46%

How the predictions compare

FLACHI
Recent Performance62%38%
Overall Team Performance54%46%
Power Plays & Penalty Killing56%44%

Sportsbook odds

TeamMoneylinePuck line
Florida Panthers-208—
Chicago Blackhawks+208—

Opening odds (not live) · polymarket · 2026-10-22T00:35:01.261Z

Moneyline: price for a team to win. Puck line: goal handicap and associated price. Odds may have changed.

A 57% chance does not mean a guaranteed winner.

10:00 PM EST
Los Angeles Kings
VS
San Jose Sharks
Featured predictionLos Angeles Kings
52%

Chance to win

Los Angeles Kings
52%
San Jose Sharks
48%

How the predictions compare

LAKSJS
Recent Performance52%48%
Overall Team Performance52%48%
Power Plays & Penalty Killing52%48%

Sportsbook odds

TeamMoneylinePuck line
Los Angeles Kings-117—
San Jose Sharks+117—

Opening odds (not live) · polymarket · 2026-10-22T03:15:30.705Z

Moneyline: price for a team to win. Puck line: goal handicap and associated price. Odds may have changed.

A 57% chance does not mean a guaranteed winner.

10:00 PM EST
Seattle Kraken
VS
Calgary Flames
Featured predictionSeattle Kraken
54%

Chance to win

Seattle Kraken
54%
Calgary Flames
46%

How the predictions compare

SEACGY
Recent Performance57%43%
Overall Team Performance54%46%
Power Plays & Penalty Killing53%47%

Sportsbook odds

TeamMoneylinePuck line
Seattle Kraken-208—
Calgary Flames+208—

Opening odds (not live) · polymarket · 2026-10-22T03:15:30.705Z

Moneyline: price for a team to win. Puck line: goal handicap and associated price. Odds may have changed.

A 57% chance does not mean a guaranteed winner.

Times shown in Eastern Time. These are reporting categories, not claims that any prediction is safe or guaranteed.

Track Record

Real results from predictions recorded before games began.

◎

How often we’re right

50.5%

Correct winners among finished, archived predictions

▥

Quality of our win chances

0.2485

Brier score: lower is better. 0 is perfect; 0.25 is the score of always predicting 50–50.

◷

Predictions evaluated

91

Only eligible, pregame predictions are published in our track record.

Track Record — Finished predictions
What the predictions considerFinished predictionsAccuracyBrier score
Recent Performance8052.5%0.2618
Overall Team Performance9150.5%0.2485
Power Plays & Penalty Killing5250.0%0.2482

How It Works

Three approaches in our AI-assisted hockey forecasting project. Each uses a different set of information. Here is exactly what each considers.

Rules-based calculation • part of our AI-assisted project

Recent Performance

Our original, hand-built statistical formula. It applies the same rules to every matchup.

What it considers

  • Each team’s win rate over its previous 10 games
  • Goals scored compared with goals allowed in those games
  • A fixed, modest advantage for playing at home

Trained prediction system • machine learning

Overall Team Performance

A prediction system trained on past NHL games to combine several team-performance factors.

What it considers

  • Recent wins and losses (previous 10 games)
  • Recent goal difference (goals scored minus goals allowed)
  • How each team has performed at home and away
  • Rest days compared with its opponent

Trained prediction system • machine learning

Power Plays & Penalty Killing

A separately trained version of Overall Team Performance that also considers past power-play scoring and goals allowed.

What it considers

  • Recent wins and losses (previous 10 games)
  • Recent goal difference (goals scored minus goals allowed)
  • How each team has performed at home and away
  • Rest days compared with its opponent
  • Power-play goals scored per previous game
  • Power-play goals conceded per previous game (a partial measure of penalty killing)

Starting goalies, injuries, and last-minute lineup changes may not be included.

How are these numbers calculated?

Our Recent Performance formula is rules-based, not a trained AI model. Overall Team Performance and its special-teams version use statistical machine learning trained on past results; they do not use a chatbot to make the picks. Special-teams inputs count power-play goals per game, not official power-play or penalty-kill percentages. Each approach estimates a chance of winning, not a guaranteed result.

RESEARCH & TRANSPARENCY

We don’t promise winners.
We show our work.

Every prediction has a probability. Every probability has a track record. We publish the good results and the bad.