Utah 31–17 Iowa State: AI predicted 28–19 ✓
28–19
AI consensus
A win for Utah3/5 agree✓ Hit
Agreement is a model vote, not a probability.
College Football · Week 4 ·
Updated · ScoreGPT multi-model panel
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The model panel — graded: Utah vs Iowa State
College Football Week 4 · 26 September 2026 · scores read Utah–Iowa State
Every pick, graded on the final score: Utah 31–17 Iowa State.
- Claude Opus 5Utah30–24✓ Hit
- GPT-5.6Utah24–16✓ Hit
- Kimi K3Iowa State17–27✗ Miss
- Grok 4.6Utah31–17✓ Hit
- GLM-5.3Iowa State20–31✗ Miss
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What did the AI predict for Utah vs Iowa State?
ScoreGPT's AI panel predicted Utah vs Iowa State (College Football Week 4) at Iowa State 19–28 Utah, with 3 of 5 models backing Utah. The final score and grade are below — for information and entertainment only.
Every pick is graded after the final whistle — see how our grading works and the Graded College Football record.
The AI verdict
Utah is the lean, built on Devon Dampier's dual-threat efficiency and a far more explosive offense. But Iowa State's home White-Out setting and forecast rain should keep this a tight, one-score game.
ScoreGPT predicted a win for Utah — final score Iowa State 17–31 Utah. Correct.
- Utah arrives unbeaten, with wins over Idaho, Arkansas and Utah State, all compiled at home.
- Iowa State managed only 13 points and 255 yards at Iowa, its lone quality opponent.
- Cyclones defense allows 226.3 yards per game and under 100 rushing in four straight.
- Iowa State is thin on the defensive front, with Howard, Moore and Verdon out.
- Forecast rain near 60F favors the run-heavy underdog and compresses the margin.
AI analysis generated 26 Sept 2026
Why ScoreGPT's AI panel leaned this way — Utah vs Iowa State
- Utah's first road test in White-Out Ames
- Iowa State's offensive ceiling vs elite front
- Rain compresses margin toward underdog
- Dampier's dual-threat efficiency travels
From ScoreGPT's pre-game AI analysis of Utah vs Iowa State, written before kickoff on 26 September 2026:
Resolving the venue dispute — and why it matters
The single most consequential disagreement among the panel is where this game is being played. GLM-5.3 and Kimi K3 both wrote their analyses as if Utah were hosting at Rice-Eccles Stadium, leaning heavily on altitude, home dominance, and Utah's 142-24 home scoring surge — and both picked Iowa State to win only after seemingly confusing the designations (their reasoning actually argues for Utah throughout, yet they tabbed the home side). Grok 4.6, GPT-5.6, and Claude Opus 5 correctly identify the game as being played at Jack Trice Stadium in Ames, Iowa State's White-Out environment, and Utah's first true road test of 2026 under first-year head coach Morgan Scalley. This is not a pedantic point: Utah's entire 3-0 résumé (66-14 over Idaho, 43-10 over Arkansas, 33-0 over Utah State) was compiled at home against soft-to-middling opposition. Strip the home field and altitude from that dominance and the picture compresses considerably — which is exactly why the panel consensus lands at a tepid 54% for Utah rather than the 68-72% the raw numbers suggest.
Where the experts genuinely agree
Beneath the venue confusion, all five models converge on the same substantive read of the matchup:
- Utah is the better, more explosive team. Devon Dampier's efficiency (~71% completions, 7 TDs, 1 INT, plus real designed-run value) is the best quarterback play in this game by a wide margin, and Utah's offense (47.3 ppg, 518 ypg) offers a two-quarterback problem (Byrd Ficklin) and a run game averaging 232+ yards on the ground.
- Iowa State's offensive ceiling is the fatal flaw. The Cyclones managed just 13 points and 255 total yards at Iowa — their only quality opponent — and rank near the bottom nationally in total offense. The 55-7 Bowling Green blowout was inflated by two return touchdowns and a 365-yard rushing day against an 0-3 opponent, as GPT-5.6 correctly cautions.
- The line of scrimmage decides it. Iowa State's defense has been legitimately excellent (226.3 yards allowed per game, sub-100 rushing yards in four straight), but the Cyclones are thin on the defensive front (Howard, Moore, Verdon out) and their passing game (151.3 ypg, Raynor at 434 yards on the season) cannot reliably erase a deficit.
Every model's reasoning — not just the score
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Frequently asked
▸Who did the AI predict to win Utah vs Iowa State?
3 of 5 AI models analyzed by ScoreGPT predicted Utah to win before kickoff. The game finished Iowa State 17–31 Utah, so the consensus pick was correct — and it stays on the public record either way.
▸What score did the AI predict for Utah vs Iowa State?
ScoreGPT's averaged AI final score was Iowa State 19–28 Utah. The actual final score was Iowa State 17–31 Utah.
▸How does ScoreGPT make College Football Week 4 predictions?
Five AI models independently analyze form, injuries, depth charts and matchups for every covered College Football Week 4 game. ScoreGPT compares their picks and grades every prediction publicly after the final whistle.
▸Which AI models have predicted Utah vs Iowa State?
5 AI models predicted this game, each graded on the final result: Claude Opus 5 Utah (✓ correct result); GPT-5.6 Utah (✓ correct result); Kimi K3 Iowa State (✗ wrong result); Grok 4.6 Utah (✓ correct result); GLM-5.3 Iowa State (✗ wrong result). Every pick is graded publicly after the final whistle.
▸What are the key factors for Iowa State vs Utah?
Utah's first road test in a White-Out Ames environment, Iowa State's limited offensive ceiling against a strong Utah front, rain that compresses the margin toward the underdog, and Dampier's dual-threat efficiency traveling on the road.
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