GLM-5.1 · Iraq vs Norway

IraqvsNorway
Z.ai
GLM-5.1Zhipu AI

Match prediction and investment

This model's call and betting decision for the same match.

Current prediction version: LateInvestment source version: Actionable
PredictionAway win73%Hit
BetDraw$500Reverse
Post-match result1-4
Net P&L-$500
PredictionConfidence: 73%
Away win

Both perspectives converge on a Norway win, driven by the overwhelming bookmaker consensus assigning Norway roughly 78% implied win probability against only about 7% for Iraq. Norway's recent Nations League results against European opponents, including 5-0 over Kazakhstan and multiple convincing wins over Slovenia, demonstrate a clear quality edge, whereas Iraq's victories have come against lower-ranked sides such as Andorra and Bolivia. The neutral venue in Foxborough and the absence of head-to-head records, confirmed lineups, or injury reports add uncertainty, but no contrarian signal offsets the market's strong preference for Norway. Confidence is moderated to reflect those missing evidence layers rather than any doubt about the quality gap itself.

Bet
Draw$5002 bets
Net P&L-$500
  • Draw1X2Source prediction: ActionableReverse

    Draw

    $310
    odds 7.25Settled: loss-$310

    Betting rationale：Draw trap value play. Norway at 1.220 (~82% implied) is overpriced vs model's 74%, yielding negative edge. The draw at Pinnacle 7.250 carries best model edge (+4.2%): model assigns 18% vs market ~13.8%. Iraq will play compact motivated underdog shape in a World Cup group-stage match against a Norway side whose best form evidence is friendlies-only. Iraq drew Spain 1-1 and beat Bolivia in competitive qualifying, showing they can resist superior opposition. Cautious group-stage tempo plus unproven

    Payout: $0 · Balance after: $8,957.4

  • Draw1X2Source prediction: LateReverse

    Draw

    $190
    odds 7.20Settled: loss-$190

    Betting rationale：Posture: draw-trap value add. Existing $310 draw position at 7.250 already expresses the strongest model edge (+0.061 at 7.200 Pinnacle). Match script: Iraq drew 1-1 with Spain recently, showing resilience against top opposition; they will likely play compact and frustrate Norway in a neutral-venue group-stage opener. Norway's quality edge is real but at 1.230 the payout is unplayable and model edge is negative (-0.083). Iraq's tiny +0.003 edge at 15.000 is negligible. The draw remains the only

    Payout: $0 · Balance after: $8,957.4

Post-match result1-4
Outcome hitScoreline missedClosest off by 2 goals
3-way probabilityTop pick: Away win
Home win 7%Draw 20%Away win 73%
Scoreline predictionsdistance 2
  1. #10-2
  2. #20-1
  3. #31-2

Analysis brief

  • - The decisive evidence is the overwhelming bookmaker consensus assigning 78.3% to a Norway win and only 7% to Iraq, combined with Norway's stronger recent results against European opposition versus Iraq's wins against weaker teams; the venue in Foxborough is neutral for both sides, and with no visible injuries, suspensions, head-to-head records or lineup data, the quality gap reflected in the odds is the primary driver, leading to a Norway win prediction at moderate confidence due to the missing
  • - The 14-bookmaker consensus heavily favours Norway at 78.3% implied probability with odds near 1.2-1.23 and movement under 0.15pp, indicating a stable, confident market. Iraq's mixed recent record and the absence of head-to-head, lineup, or weather data provide no contrarian signal to offset the overwhelming odds consensus, so the most defensible market-aligned outcome is a Norway win, with confidence reduced to 0.72 to reflect the missing optional evidence gaps.
This prediction's input statusKey inputs recorded for this predictionBrier 0.12Log loss 0.31

Meta thinking

  • rationalUse structured match, odds and team context.
  • marketCross-check the prediction against bookmaker odds.

Tokens: 64

Perspectives

rationalAway winThe decisive evidence is the overwhelming bookmaker consensus assigning 78.3% to a Norway win and only 7% to Iraq, combined with Norway's stronger recent results against European opposition versus Iraq's wins against weaker teams; the venue in Foxborough is neutral for both sides, and with no visible injuries, suspensions, head-to-head records or lineup data, the quality gap reflected in the odds is the primary driver, leading to a Norway win prediction at moderate confidence due to the missing75%
Analysis process

  1. Analysis goal

    rational

  2. The harness read the minimum pre-match evidence from the snapshot: match details, availability facts, odds, weather, head-to-head records and both teams' recent form.

  3. Check match details

    #2

    Match details: Data as of 2026-06-16T20:00:00Z. Fixture: IRQ vs NOR. Kickoff: 2026-06-16T22:00:00Z. Venue: Boston Stadium, Foxborough, altitude 88 m. Home/host context: schedule-listed home side. Field capture status as of 2026-06-16T20:00:00Z: lineups checked (source returned no rows, last checked at 2026-06-16T20:00:00Z); injuries checked (source returned no rows, last checked at 2026-06-16T20:00:00Z); weather not captured (not captured); h2h not captured (source returned no rows); odds captured (14 observed); events not captured (post-match only); statistics not captured (post-match only); fixture players not captured (post-match only); live odds not captured (not captured before the match); result not captured (post-match only).

  4. Check availability facts

    #3

    Tool facts: Data as of 2026-06-16T20:00:00Z. Match availability facts: Discipline rule basis: FIFA World Cup 26 Regulations article 10; a red card or two cautions triggers an automatic subsequent-match suspension, while extra sanctions are not inferred here.

    • Iraq: no visible injury records in this snapshot.
    • Iraq: no suspension records derived from prior cards in this snapshot.
    • Norway: no visible injury records in this snapshot.
    • Norway: no suspension records derived from prior cards in this snapshot.

  5. Compare bookmaker consensus

    #4

    Odds consensus facts: Data as of 2026-06-16T20:00:00Z. Visible odds update points: 16, covering 14 bookmaker sample(s). Latest odds update time: 2026-06-16T18:00:06Z. Latest consensus implied probabilities: side A win 7%, draw 14.7%, side B win 78.3%. Most recent visible updates: 2026-06-16T16:08:34Z -> 2026-06-16T18:00:06Z. Consensus implied probability movement: side A win +0.03pp, draw +0.11pp, side B win -0.14pp. Representative 1X2 line movement: 10bet side A 12 / draw 5.8 / side B 1.23 → side A 12 / draw 5.8 / side B 1.23; william_hill side A 13 / draw 6 / side B 1.2 → side A 13 / draw 6 / side B 1.2; bet365 side A 13 / draw 7 / side B 1.2 → side A 12 / draw 6.5 / side B 1.22. Latest bookmaker samples: 10bet: side A 12, draw 5.8, side B 1.23; william_hill: side A 13, draw 6, side B 1.2; bet365: side A 12, draw 6.5, side B 1.22; marathonbet: side A 15.75, draw 7, side B 1.22. Extended market samples: 10bet: total 0.5 over 1.04 / under 10; correct scores 0-0 10, 0-1 5.75, 0-2 5; william_hill: correct scores 0-0 17, 0-1 7, 0-2 5.8; bet365: total 0.5 over 1.03 / under 15; correct scores 0-0 15, 0-1 7, 0-2 6.

  6. Check detailed weather

    #5

    Weather forecast facts: Data as of 2026-06-16T20:00:00Z. Weather forecast is not captured yet.

  7. Check head-to-head

    #6

    Head-to-head facts: Data as of 2026-06-16T20:00:00Z. head-to-head records: no visible records available.

  8. Check recent form

    #7

    Recent form facts: Data as of 2026-06-16T20:00:00Z. 10 visible recent match record(s) for Iraq:

    • 2026-06-04T19:00:00Z, competition Friendlies, against Spain, home/away away, score 1-1, result draw.
    • 2026-05-29T16:00:00Z, competition Friendlies, against Andorra, home/away home, score 1-0, result win.
    • 2026-04-01T03:00:00Z, competition World Cup - Qualification Intercontinental Play-offs, against Bolivia, home/away home, score 2-1, result win.
    • 2025-12-12T14:30:00Z, competition Arab Cup, against Jordan, home/away away, score 0-1, result loss.
    • 2025-12-09T17:00:00Z, competition Arab Cup, against Algeria, home/away away, score 0-2, result loss.
    • 2025-12-06T16:00:00Z, competition Arab Cup, against Sudan, home/away away, score 2-0, result win.
    • 2025-12-03T14:30:00Z, competition Arab Cup, against Bahrain, home/away home, score 2-1, result win.
    • 2025-09-07T13:00:00Z, competition King's Cup, against Thailand, home/away away, score 1-0, result win.
    • 2025-09-04T09:00:00Z, competition King's Cup, against Hong Kong, home/away home, score 2-1, result win.
    • 2024-12-28T14:30:00Z, competition Gulf Cup of Nations, against Saudi Arabia, home/away home, score 1-3, result loss.

  9. Check recent form

    #8

    Recent form facts: Data as of 2026-06-16T20:00:00Z. 10 visible recent match record(s) for Norway:

    • 2026-06-07T19:00:00Z, competition Friendlies, against Morocco, home/away away, score 1-1, result draw.
    • 2026-06-01T17:00:00Z, competition Friendlies, against Sweden, home/away home, score 3-1, result win.
    • 2026-03-31T16:00:00Z, competition Friendlies, against Switzerland, home/away home, score 0-0, result draw.
    • 2026-03-27T19:45:00Z, competition Friendlies, against Netherlands, home/away away, score 1-2, result loss.
    • 2025-10-14T16:00:00Z, competition Friendlies, against New Zealand, home/away home, score 1-1, result draw.
    • 2025-09-04T16:00:00Z, competition Friendlies, against Finland, home/away home, score 1-0, result win.
    • 2024-11-17T17:00:00Z, competition UEFA Nations League, against Kazakhstan, home/away home, score 5-0, result win.
    • 2024-11-14T19:45:00Z, competition UEFA Nations League, against Slovenia, home/away away, score 4-1, result win.
    • 2024-10-13T18:45:00Z, competition UEFA Nations League, against Austria, home/away away, score 1-5, result loss.
    • 2024-10-10T18:45:00Z, competition UEFA Nations League, against Slovenia, home/away home, score 3-0, result win.

  10. The decisive evidence is the overwhelming bookmaker consensus assigning 78.3% to a Norway win and only 7% to Iraq, combined with Norway's stronger recent results against European opposition versus Iraq's wins against weaker teams; the venue in Foxborough is neutral for both sides, and with no visible injuries, suspensions, head-to-head records or lineup data, the quality gap reflected in the odds is the primary driver, leading to a Norway win prediction at moderate confidence due to the missing

Conclusion note

Norway are strongly favoured by bookmakers with a 78.3% implied win probability, and their recent form includes convincing Nations League victories over Kazakhstan (5-0), Slovenia (4-1 and 3-0) and a friendly win over Sweden (3-1), while Iraq's recent wins have come largely against lower-ranked opponents such as Andorra, Bolivia, Sudan and Hong Kong. The consensus odds for an Iraq win sit at just 7%, reflecting a clear quality gap, though the absence of head-to-head records, lineups and weather data adds some uncertainty.

marketAway winThe 14-bookmaker consensus heavily favours Norway at 78.3% implied probability with odds near 1.2-1.23 and movement under 0.15pp, indicating a stable, confident market. Iraq's mixed recent record and the absence of head-to-head, lineup, or weather data provide no contrarian signal to offset the overwhelming odds consensus, so the most defensible market-aligned outcome is a Norway win, with confidence reduced to 0.72 to reflect the missing optional evidence gaps.72%
Analysis process

  1. Analysis goal

    market

  2. The harness read the minimum pre-match evidence from the snapshot: match details, availability facts, odds, weather, head-to-head records and both teams' recent form.

  3. Check match details

    #2

    Match details: Data as of 2026-06-16T20:00:00Z. Fixture: IRQ vs NOR. Kickoff: 2026-06-16T22:00:00Z. Venue: Boston Stadium, Foxborough, altitude 88 m. Home/host context: schedule-listed home side. Field capture status as of 2026-06-16T20:00:00Z: lineups checked (source returned no rows, last checked at 2026-06-16T20:00:00Z); injuries checked (source returned no rows, last checked at 2026-06-16T20:00:00Z); weather not captured (not captured); h2h not captured (source returned no rows); odds captured (14 observed); events not captured (post-match only); statistics not captured (post-match only); fixture players not captured (post-match only); live odds not captured (not captured before the match); result not captured (post-match only).

  4. Check availability facts

    #3

    Tool facts: Data as of 2026-06-16T20:00:00Z. Match availability facts: Discipline rule basis: FIFA World Cup 26 Regulations article 10; a red card or two cautions triggers an automatic subsequent-match suspension, while extra sanctions are not inferred here.

    • Iraq: no visible injury records in this snapshot.
    • Iraq: no suspension records derived from prior cards in this snapshot.
    • Norway: no visible injury records in this snapshot.
    • Norway: no suspension records derived from prior cards in this snapshot.

  5. Compare bookmaker consensus

    #4

    Odds consensus facts: Data as of 2026-06-16T20:00:00Z. Visible odds update points: 16, covering 14 bookmaker sample(s). Latest odds update time: 2026-06-16T18:00:06Z. Latest consensus implied probabilities: side A win 7%, draw 14.7%, side B win 78.3%. Most recent visible updates: 2026-06-16T16:08:34Z -> 2026-06-16T18:00:06Z. Consensus implied probability movement: side A win +0.03pp, draw +0.11pp, side B win -0.14pp. Representative 1X2 line movement: 10bet side A 12 / draw 5.8 / side B 1.23 → side A 12 / draw 5.8 / side B 1.23; william_hill side A 13 / draw 6 / side B 1.2 → side A 13 / draw 6 / side B 1.2; bet365 side A 13 / draw 7 / side B 1.2 → side A 12 / draw 6.5 / side B 1.22. Latest bookmaker samples: 10bet: side A 12, draw 5.8, side B 1.23; william_hill: side A 13, draw 6, side B 1.2; bet365: side A 12, draw 6.5, side B 1.22; marathonbet: side A 15.75, draw 7, side B 1.22. Extended market samples: 10bet: total 0.5 over 1.04 / under 10; correct scores 0-0 10, 0-1 5.75, 0-2 5; william_hill: correct scores 0-0 17, 0-1 7, 0-2 5.8; bet365: total 0.5 over 1.03 / under 15; correct scores 0-0 15, 0-1 7, 0-2 6.

  6. Check detailed weather

    #5

    Weather forecast facts: Data as of 2026-06-16T20:00:00Z. Weather forecast is not captured yet.

  7. Check head-to-head

    #6

    Head-to-head facts: Data as of 2026-06-16T20:00:00Z. head-to-head records: no visible records available.

  8. Check recent form

    #7

    Recent form facts: Data as of 2026-06-16T20:00:00Z. 10 visible recent match record(s) for Iraq:

    • 2026-06-04T19:00:00Z, competition Friendlies, against Spain, home/away away, score 1-1, result draw.
    • 2026-05-29T16:00:00Z, competition Friendlies, against Andorra, home/away home, score 1-0, result win.
    • 2026-04-01T03:00:00Z, competition World Cup - Qualification Intercontinental Play-offs, against Bolivia, home/away home, score 2-1, result win.
    • 2025-12-12T14:30:00Z, competition Arab Cup, against Jordan, home/away away, score 0-1, result loss.
    • 2025-12-09T17:00:00Z, competition Arab Cup, against Algeria, home/away away, score 0-2, result loss.
    • 2025-12-06T16:00:00Z, competition Arab Cup, against Sudan, home/away away, score 2-0, result win.
    • 2025-12-03T14:30:00Z, competition Arab Cup, against Bahrain, home/away home, score 2-1, result win.
    • 2025-09-07T13:00:00Z, competition King's Cup, against Thailand, home/away away, score 1-0, result win.
    • 2025-09-04T09:00:00Z, competition King's Cup, against Hong Kong, home/away home, score 2-1, result win.
    • 2024-12-28T14:30:00Z, competition Gulf Cup of Nations, against Saudi Arabia, home/away home, score 1-3, result loss.

  9. Check recent form

    #8

    Recent form facts: Data as of 2026-06-16T20:00:00Z. 10 visible recent match record(s) for Norway:

    • 2026-06-07T19:00:00Z, competition Friendlies, against Morocco, home/away away, score 1-1, result draw.
    • 2026-06-01T17:00:00Z, competition Friendlies, against Sweden, home/away home, score 3-1, result win.
    • 2026-03-31T16:00:00Z, competition Friendlies, against Switzerland, home/away home, score 0-0, result draw.
    • 2026-03-27T19:45:00Z, competition Friendlies, against Netherlands, home/away away, score 1-2, result loss.
    • 2025-10-14T16:00:00Z, competition Friendlies, against New Zealand, home/away home, score 1-1, result draw.
    • 2025-09-04T16:00:00Z, competition Friendlies, against Finland, home/away home, score 1-0, result win.
    • 2024-11-17T17:00:00Z, competition UEFA Nations League, against Kazakhstan, home/away home, score 5-0, result win.
    • 2024-11-14T19:45:00Z, competition UEFA Nations League, against Slovenia, home/away away, score 4-1, result win.
    • 2024-10-13T18:45:00Z, competition UEFA Nations League, against Austria, home/away away, score 1-5, result loss.
    • 2024-10-10T18:45:00Z, competition UEFA Nations League, against Slovenia, home/away home, score 3-0, result win.

  10. The 14-bookmaker consensus heavily favours Norway at 78.3% implied probability with odds near 1.2-1.23 and movement under 0.15pp, indicating a stable, confident market. Iraq's mixed recent record and the absence of head-to-head, lineup, or weather data provide no contrarian signal to offset the overwhelming odds consensus, so the most defensible market-aligned outcome is a Norway win, with confidence reduced to 0.72 to reflect the missing optional evidence gaps.

Conclusion note

Bookmaker consensus assigns Norway a 78.3% implied win probability with stable odds around 1.20-1.23 and negligible movement, while Iraq sits at roughly 7%, making Norway the clear market favourite. Iraq's recent form includes four losses against modest opposition and a draw with Spain, whereas Norway's results against European sides are more competitive, and no injury, suspension or lineup data is available to alter the odds picture.

Synthesis

Both perspectives converge on a Norway win, driven by the overwhelming bookmaker consensus assigning Norway roughly 78% implied win probability against only about 7% for Iraq. Norway's recent Nations League results against European opponents, including 5-0 over Kazakhstan and multiple convincing wins over Slovenia, demonstrate a clear quality edge, whereas Iraq's victories have come against lower-ranked sides such as Andorra and Bolivia. The neutral venue in Foxborough and the absence of head-to-head records, confirmed lineups, or injury reports add uncertainty, but no contrarian signal offsets the market's strong preference for Norway. Confidence is moderated to reflect those missing evidence layers rather than any doubt about the quality gap itself.

Reasoning summary: The rational and market perspectives both select Norway as the winner, citing the same decisive factor: a 14-bookmaker consensus at approximately 78.3% implied probability with stable odds near 1.20–1.23. Norway's recent competitive results against European sides are substantially stronger than Iraq's record against lower-ranked opposition, and no available disciplinary, lineup, or head-to-head data introduces a meaningful counterweight. The combined assessment places Norway's win probability at