# Warriors v Panthers — NRL Round 23 2026 AI Prediction by Alphr

## Full Time: Warriors 28 – 12 Panthers

_Warriors go to war with Panthers._

Half time: 18 – 0 · Alphr AI pre-game win probability: Warriors 45% / Panthers 55% · Go Media Stadium, Auckland · Fri, 07 Aug, 06:00 pm AEST

**Try Scorers** — Warriors: Erin Clark (5' 1st), Luke Metcalf (12'), Chanel Harris-Tavita (30'), Charnze Nicoll-Klokstad (43' Tipped ⚡), Luke Metcalf (77') · Panthers: Nathan Cleary (68'), Jaxen Edgar (71' Tipped ⚡)

### Match Winner — AI Prediction Market (resolved)

| Team | Pre-game AI win probability | Result |
|---|---|---|
| Panthers | 55% | Lost |
| Warriors | 45% | Won |

Model call: **Missed** · Margin: 2.4 predicted → 16 actual · Markets hit: 1/4

_AI win probability priced pre-game · Markets hit = core betting markets._

### Full-Time Report

**New Zealand Warriors vs Penrith Panthers Prediction & Tips | NRL Round 23 2026**

_By Ben Dunlop · Published: 4 Aug 2026, 08:14 pm · Last updated: 7 Aug 2026, 07:56 pm_

Warriors 28–12 Panthers in NRL Round 23 at Go Media Stadium, Auckland. Here's how the result stacked up against the model's call, with the win-probability story and where the value landed.

Warriors beat Panthers 28–12 at Go Media Stadium. But look closer and the numbers tell a different story. Warriors had 53% possession and a completion rate of 83%, compared to the Panthers' 78%. This efficiency helped them build a commanding lead by half-time.

By the break, Warriors led 18-0, with early tries from Erin Clark and Luke Metcalf setting the tone. Metcalf was crucial, not only scoring but also converting tries. The Panthers finally responded with Nathan Cleary's try in the 68th minute, but it was too late to change the game's outcome.

Paul Alamoti's sin-binning in the 24th minute for a dangerous tackle added to the Panthers' struggles. Warriors capitalised on the extra man, scoring six points during this period. They dominated the run metres, racking up 1,800 compared to the Panthers' 1,427, showcasing their forward pack's strength.

Defensively, the Panthers faltered, missing 44 tackles. Warriors missed 38 but committed fewer errors, nine to the Panthers' twelve. This discipline helped them maintain control. In a game where small margins matter, reducing mistakes was as crucial as their attacking prowess.

The Panthers' desperation was evident in their unsuccessful captain’s challenge, while the Warriors succeeded with theirs. This moment highlighted the Warriors' sharper decision-making. Charnze Nicoll-Klokstad's try just after half-time extended the lead to 22 points, effectively sealing the game.

Pre-match predictions favoured the Panthers, with a narrow expected margin of 2.4 points. Warriors defied these expectations, winning by 16 points. The model's total score prediction was close, with 44 predicted against the actual 40.

In terms of positional strength, Warriors had the edge across the board. Their forward pack and halves dictated the game. Both teams had three wins in their last five matches, but the Warriors executed their game plan better. Their attack was sharper, with eight line breaks to the Panthers' six, exploiting space effectively.

So, while the scoreline reads 28–12, the Warriors' game management and clinical finishing were key. This performance challenges pre-match predictions and shows the Warriors' unpredictability as a strength.

**Scoring by Half**

| Team | H1 | H2 | T |
|---|---|---|---|
| Warriors | 18 | 10 | 28 |
| Panthers | 0 | 12 | 12 |

**Key Match Stats**

| Warriors | Stat | Panthers |
|---|---|---|
| **53%** | Possession | 47% |
| **83%** | Completion rate | 78% |
| **1,800** | Run metres | 1,427 |
| **625** | Post-contact metres | 461 |
| **8** | Line breaks | 6 |
| **42** | Tackle breaks | 38 |
| 5 | Offloads | **6** |
| 87.2% | Effective tackle % | **88.7%** |
| **38** | Missed tackles | 44 |
| **9** | Errors | 12 |
| **3** | Penalties conceded | 5 |
| 678 | Kick metres | **698** |

**Model Report Card**

Warriors defied the model's 55% prediction for Panthers, a notable result. The margin model missed here, predicting 2.4 but the actual margin was 16 points. Total score prediction of 44 was close to the actual 40, within 4 points. The model went 3/17 on this match. Warriors covered the 5.5-point line.

**Referee Watch**

Gerard Sutton officiated this match (400 career games). The 40-point combined total was right in line with Gerard Sutton's career average of 42. Warriors bucked the trend, Panthers historically win 55% of games under Gerard Sutton, but couldn't convert that edge today. Warriors's home victory fits Gerard Sutton's profile, home teams win 56% of the time under this referee. 62% of his career sin bins go against away teams, a statistically significant away-team bias.

**Key moments (momentum model)**

- 4' Try — Erin Clark (Warriors) — 4-0 · win-prob swing +7 pts
- 11' Try — Luke Metcalf (Warriors) — 10-0 · win-prob swing +5 pts
- 23' Sin Bin — Paul Alamoti (Panthers) — 10-0 · win-prob swing +5 pts
- 30' Try — Chanel Harris-Tavita (Warriors) — 16-0 · win-prob swing +4 pts
- 43' Try — Charnze Nicoll-Klokstad (Warriors) — 22-0 · win-prob swing +1 pts
- 67' Try — Nathan Cleary (Panthers) — 22-4 · win-prob swing -1 pts
- 70' Try — Jaxen Edgar (Panthers) — 22-10 · win-prob swing -2 pts
- 76' Try — Luke Metcalf (Warriors) — 26-12 · win-prob swing +4 pts

_Official NRL match stats · Generated by Alphr's model_

### Edge Analysis — the model's pre-game markets

- **Head to Head:** Panthers to win @ $1.53 (edge -7.1%) — model probability 55.1% — result: LOST
- **Line / Spread:** Warriors +5.5 @ $1.91 (edge +0.0%) — result: WON
- **Margin Band:** Panthers 1-12 @ $2.55 (edge +0.0%) — result: LOST
- **Total (Over/Under):** Over 41.5 @ $1.91 (edge +0.0%) — result: LOST
- Predicted margin: Panthers by 2 · Predicted total: 44

### Match Preview (pre-match read)

Panthers are the call at 55%, but Warriors stay live at 45%. The heaviest factor is the ratings gap: Panthers sit 87 ELO points clear, 1680 to 1593.

On paper Warriors shade it, ahead on 5 of 6 factors including Forward Pack, Recent Win Rate and Halves Control. The model still sides with Panthers, which says Team ELO carry the most weight. The margin model has Panthers by 2.4, with the two sides combining for about 44. Lean Panthers, but it shapes as a genuine contest.

Panthers have won 8 of the last 10 between these two, and Warriors took the most recent meeting 28-12 in 2026 Round 23.

Panthers have won 4 straight.

On the ladder it's Warriors 3rd against Panthers 1st.

The market has Panthers favourites, Warriors $2.52 and Panthers $1.53, with the line at Warriors +5.5 and the total at 41.5.

Gerard Sutton has the whistle: 13.7 penalties a game (whistle-happy), 0.6 sin bins a game.

**By the numbers**

|  |  |
|---|---|
| H2H (last 10) | Warriors 2 · Panthers 8 |
| Last meeting | Warriors 28-12 |
| Warriors last 4 | WWLL · 103 for, 100 against |
| Warriors at home | 10-4 this season |
| Panthers last 4 | WWWW · 103 for, 46 against |
| Panthers away | 8-4 this season |
| Ladder | Warriors 3rd · Panthers 1st |
| Finals odds | Both locked into the eight |
| Market | Warriors $2.52 · Panthers $1.53 |
| Line | Warriors +5.5 · total 41.5 |
| Referee | Gerard Sutton · 13.7 pens/g · 0.6 bins/g |

_Pre-match read · Alphr model_

### Referee Indicator — Favours Panthers

**Gerard Sutton** — 400 career games since 2012.

| Team | Record under Gerard Sutton | Win rate |
|---|---|---|
| Warriors | 10W–17L | 37% |
| Panthers | 35W–29L | 55% |

Avg total: 41.5 pts · Home win %: 56% · Home bias: Leans home

When Gerard Sutton officiates, Panthers have won 35 of 64 games (55%), significantly stronger than Warriors's 10 from 27 (37%). Home teams win 56% of his matches (vs ~52% league avg).

Penalises away teams more, 5.3 against home vs 6 against away. 62% of his 168 career sin bins go to away teams.

### Recent Form (Last 5)

| Warriors | Stat | Panthers |
|---|---|---|
| 3.0 | Wins (Last 5) | 3.0 |
| 24.8pts | Avg Score | 25.2pts |
| 13.6pts | Avg Conceded | 18.0pts |
| 11.2pts | Avg Margin | 7.2pts |
| 1848.2m | Run Metres | 1730.4m |
| 7.2 | Line Breaks | 5.4 |
| 347.0 | Tackles | 375.4 |
| 12.2 | Errors | 11.4 |

### Form & History

_Last 5 games, oldest → newest._

| Team | Last 5 | Avg Pts |
|---|---|---|
| Warriors | R17 L · R19 W · R20 W · R21 L · R22 W | 24.8 |
| Panthers | R17 L · R18 W · R20 L · R21 W · R22 W | 25.2 |

### H2H History (Last 5) — Panthers lead 4-1

| Season | Round | Home | Score | Away |
|---|---|---|---|---|
| 2026 | R13 | Panthers | 20 – 18 | Warriors |
| 2025 | FW1 | Warriors | 8 – 24 | Panthers |
| 2025 | R16 | Warriors | 18 – 28 | Panthers |
| 2024 | R11 | Warriors | 22 – 20 | Panthers |
| 2023 | FW1 | Panthers | 32 – 6 | Warriors |

### Positional Matchup

_Season-to-date production per game with league-wide attack/defence tiers (17 teams)._

**Field Matchup** — where one team attacks vs where the other concedes:
- Warriors' best path is the middle: NRL's 1st-ranked middle attack (2.11 tries/game) runs at a Panthers defence ranked 2nd there (0.95 conceded/game). Key man: Harris-Tavita, 5 tries in that channel this season.
- Panthers' best path is the left edge: NRL's 1st-ranked left edge attack (2.05 tries/game) runs at a Warriors defence ranked 2nd there (0.89 conceded/game). Key man: Jenkins, 28 tries in that channel this season.

| Channel | Warriors | Panthers |
|---|---|---|
| Left | 1.37/g (att 8th) · concedes 0.89/g (def 2nd (strong)) | 2.05/g (att 1st (strong)) · concedes 0.79/g (def 1st (strong)) |
| Middle | 2.11/g (att 1st (strong)) · concedes 0.89/g (def 1st (strong)) | 2.11/g (att 1st (strong)) · concedes 0.95/g (def 2nd (strong)) |
| Right | 1.37/g (att 6th (strong)) · concedes 0.95/g (def 3rd (strong)) | 1/g (att 12th) · concedes 0.74/g (def 1st (strong)) |

**Attack Spine** (Halfback · Five-Eighth · Hooker)

|  | Warriors | Panthers |
|---|---|---|
| Attack rank | 2nd (strong) | 7th |
| Defence rank | 1st (strong) | 1st (strong) |
| Tries scored · conceded | 16 · 6 | 14 · 6 |
| Try Assists | 1.9/g | 2.1/g |
| Run Metres | 170m/g | 206m/g |
| Tackle Breaks | 3.5/g | 4.8/g |
| Line Breaks | 0.9/g | 1.2/g |
| Tackle Efficiency | 84.9% | 86.9% |

**Outside Backs** (Fullback · Wingers · Centres)

|  | Warriors | Panthers |
|---|---|---|
| Attack rank | 8th | 2nd (strong) |
| Defence rank | 2nd (strong) | 1st (strong) |
| Tries scored · conceded | 53 · 35 | 62 · 27 |
| Try Assists | 1.2/g | 1.5/g |
| Run Metres | 673m/g | 863m/g |
| Tackle Breaks | 14.6/g | 19.8/g |
| Line Breaks | 3.6/g | 3.6/g |
| Tackle Efficiency | 78.1% | 78.4% |

**Forwards** (Props · 2nd Rows · Lock)

|  | Warriors | Panthers |
|---|---|---|
| Attack rank | 1st (strong) | 9th |
| Defence rank | 6th (strong) | 3rd (strong) |
| Tries scored · conceded | 20 · 12 | 15 · 11 |
| Try Assists | 0.6/g | 0.6/g |
| Run Metres | 592m/g | 542m/g |
| Tackle Breaks | 8.8/g | 8.1/g |
| Line Breaks | 1.4/g | 0.8/g |
| Tackle Efficiency | 88.5% | 91.5% |

**Who scores on Panthers** — 2nd Rows 0.48/g (lg 0.47) +2% · Hookers 0.11/g (lg 0.13) -15% · Fullbacks 0.32/g (lg 0.41) -22%
**Who scores on Warriors** — Fullbacks 0.46/g (lg 0.41) +12% · Centres 0.79/g (lg 0.71) +11% · Wingers 1.15/g (lg 1.28) -10%

_Tries conceded by position, last 3 seasons; positive = concedes above league average to that position._

### Try Scorer History — Who Crosses The Line

_Last 10 games, career record vs the opponent and at Go Media Stadium. ⚡ = our AI backs them to score; 🎯 = our AI's first-try pick. 🏉 = scored in this game. Try % = share of games with a try, last 10 weighted double vs the 30 prior — historical frequency, not a market price._

**Warriors** (team sheet)

| # | Player | Pos | 2026 | Last 10 | vs opp | Venue | Try % | Alphr play | This game |
|---|---|---|---|---|---|---|---|---|---|
| 1 | Charnze Nicoll-Klokstad | FB | 8 in 12g | 7/10g (2·0·0·0·4·1·0·0·0·0) | 6/11g | 9/34g | 22% | ⚡ Anytime Try $3.70 AI 31% ✓ Scored; 🎯 First Try $15.00 AI 7% ✗ Not first | 🏉 43' |
| 2 | Dallin Watene-Zelezniak | WG | 18 in 18g | 9/10g (1·2·2·0·0·1·1·1·0·1) | 0/13g | 24/40g | 56% | ⚡ Anytime Try $2.08 AI 52% ✗ No try; 🎯 First Try $9.50 AI 13% ✗ Not first | — |
| 3 | Ali Leiataua | CE | 4 in 16g | 2/10g (1·0·0·0·0·0·1·0·0·0) | 1/2g | 5/11g | 26% | ⚡ Anytime Try $3.90 AI 17% ✗ No try | — |
| 4 | Leka Halasima | CE | 6 in 16g | 2/10g (0·0·1·0·0·0·0·0·0·1) | 1/3g | 10/18g | 38% | ⚡ Anytime Try $3.30 AI 19% ✗ No try | — |
| 5 | Alofiana Khan-Pereira | WG | 13 in 13g | 11/10g (2·2·0·2·1·0·2·1·0·1) | 3/3g | 4/4g | 60% | ⚡ Anytime Try $2.08 AI 56% ✗ No try; 🎯 First Try $10.00 AI 15% ✗ Not first | — |
| 6 | Chanel Harris-Tavita | 5/8 | 5 in 18g | 2/10g (0·0·0·0·0·0·0·0·1·1) | 0/6g | 15/33g | 22% | — | 🏉 30' |
| 8 | James Fisher-Harris | PR | 2 in 16g | 1/10g (0·0·0·0·0·0·1·0·0·0) | 0/3g | 0/17g | 12% | — | — |
| 9 | Wayde Egan | HK | 2 in 19g | 2/10g (1·0·0·0·0·0·1·0·0·0) | 2/10g | 2/39g | 12% | — | — |
| 10 | Mitchell Barnett | PR | 0 in 10g | 0/10g (0·0·0·0·0·0·0·0·0·0) | 1/12g | 1/24g | 8% | — | — |
| 11 | Kurt Capewell | 2R | 2 in 9g | 2/10g (0·1·0·0·0·1·0·0·0·0) | 0/12g | 4/21g | 20% | — | — |
| 12 | Jacob Laban | 2R | 4 in 19g | 3/10g (0·0·1·0·0·1·0·0·0·1) | 2/3g | 2/16g | 18% | — | — |
| 13 | Erin Clark | LK | 4 in 19g | 1/10g (1·0·0·0·0·0·0·0·0·0) | 0/5g | 1/19g | 10% | — | 🏉 5' |
| 14 | Sam Healey | INT | 2 in 17g | 2/10g (0·0·0·0·0·1·1·0·0·0) | 0/3g | 0/11g | 15% | — | — |
| 15 | Tanner Stowers-Smith | INT | 0 in 16g | 0/10g (0·0·0·0·0·0·0·0·0·0) | 0/3g | 0/13g | 0% | — | — |
| 16 | Morgan Gannon | INT | 0 in 3g | 0/3g (0·0·0) | 0/0g | 0/2g | 0% | — | — |
| 17 | Eddie Ieremia-Toeava | INT | 1 in 12g | 1/10g (0·0·0·0·0·0·0·0·0·1) | 0/1g | 0/9g | 9% | — | — |

**Panthers** (team sheet)

| # | Player | Pos | 2026 | Last 10 | vs opp | Venue | Try % | Alphr play | This game |
|---|---|---|---|---|---|---|---|---|---|
| 1 | Jaxen Edgar | FB | 1 in 2g | 1/3g (0·0·1) | 0/0g | 0/0g | 33% | ⚡ Anytime Try $3.00 AI 28% ✓ Scored | 🏉 71' |
| 2 | Thomas Jenkins | WG | 28 in 19g | 12/10g (0·2·0·2·0·2·3·0·1·2) | 1/4g | 1/3g | 58% | ⚡ Anytime Try $1.63 AI 70% ✗ No try; 🎯 First Try $7.00 AI 24% ✗ Not first | — |
| 3 | Paul Alamoti | CE | 4 in 19g | 3/10g (0·0·2·1·0·0·0·0·0·0) | 3/6g | 1/3g | 26% | — | — |
| 4 | Izack Tago | CE | 3 in 19g | 1/10g (0·0·0·1·0·0·0·0·0·0) | 1/7g | 0/2g | 20% | — | — |
| 5 | Brian To'o | WG | 11 in 17g | 8/10g (2·1·0·1·2·0·0·2·0·0) | 8/10g | 1/2g | 44% | — | — |
| 7 | Nathan Cleary | HB | 5 in 16g | 3/10g (0·1·0·1·0·1·0·0·0·0) | 4/11g | 3/4g | 28% | — | 🏉 68' |
| 8 | Moses Leota | PR | 0 in 19g | 0/10g (0·0·0·0·0·0·0·0·0·0) | 1/17g | 0/5g | 2% | — | — |
| 9 | Freddy Lussick | HK | 4 in 19g | 2/10g (0·0·0·2·0·0·0·0·0·0) | 0/2g | 1/21g | 12% | — | — |
| 10 | Lindsay Smith | PR | 3 in 19g | 2/10g (0·0·0·1·1·0·0·0·0·0) | 0/6g | 0/2g | 18% | — | — |
| 11 | Isaiah Papali'i | 2R | 3 in 18g | 2/10g (0·0·1·0·0·0·0·0·0·1) | 3/7g | 4/24g | 24% | — | — |
| 12 | Liam Martin | 2R | 5 in 11g | 5/10g (0·1·0·0·0·1·0·0·1·2) | 4/9g | 0/2g | 26% | ⚡ Anytime Try $3.15 AI 51% ✗ No try; 🎯 First Try $13.00 AI 14% ✗ Not first | — |
| 13 | Isaah Yeo | LK | 2 in 16g | 1/10g (0·0·0·0·0·1·0·0·0·0) | 5/19g | 0/5g | 8% | — | — |
| 14 | Billy Scott | RES | 0 in 12g | 0/10g (0·0·0·0·0·0·0·0·0·0) | 0/1g | 0/0g | 0% | — | — |
| 15 | Scott Sorensen | INT | 0 in 19g | 0/10g (0·0·0·0·0·0·0·0·0·0) | 2/11g | 2/3g | 4% | — | — |
| 16 | Liam Henry | INT | 3 in 10g | 3/10g (0·0·0·0·0·0·1·0·1·1) | 0/3g | 0/2g | 18% | — | — |
| 17 | Billy Phillips | INT | 2 in 18g | 2/10g (0·1·0·0·0·0·1·0·0·0) | 0/1g | 0/0g | 14% | — | — |

### Prediction Breakdown — Pure Alpha Model

**Team ELO Ratings** — Warriors 1593 · Panthers 1680 · ELO difference: 87 in favour of Panthers

**Positional Matchups** — lineup ELO by unit

| Unit | Warriors | Panthers | Edge |
|---|---|---|---|
| Forwards | 1172 | 1085 | Warriors +87 |
| Backs | 1152 | 1052 | Warriors +100 |
| Halves | 1356 | 1256 | Warriors +100 |
| Hooker | 1184 | 954 | Warriors +230 |

**Key Prediction Factors** — what the model weighted most

| # | Factor | Weight | Favours |
|---|---|---|---|
| 1 | Team ELO | 40.4% | Panthers |
| 2 | Forward Pack | 26.9% | Warriors |
| 3 | Recent Win Rate | 8.0% | Warriors |
| 4 | Halves Control | 7.2% | Warriors |
| 5 | Hooker & Ruck | 4.9% | Warriors |
| 6 | Backline Quality | 3.8% | Warriors |

**Model Confidence: 55%** — Panthers predicted to win by 2 points · Predicted total: 44 pts

**Record:** 1/4 match predictions correct

**Prediction by Alphr** (https://alphr.com.au) — free AI predictions for every AFL, NRL & Super League match, published before kick-off and never edited. Verified track record: https://alphr.com.au/accuracy

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Last updated: 2026-08-07 09:56 UTC (latest tip update)