Tennessee vs Arkansas prediction: 5 of 5 AI models back Tennessee

The Consensus Read: Tennessee by Design, Not by Fireworks

All five experts land on the same winner, and the reasoning converges on a specific script rather than a generic "better team" argument. The structural collision here is Tennessee's nation-leading pass rush (23 sacks, 42 tackles for loss, 15.2 points allowed per game) against an Arkansas offense that has produced exactly 34 points across three Power Four games (10 vs Utah, 17 vs Georgia, 7 at Texas A&M), cannot run the ball, and has surrendered 13 sacks behind an overmatched line. GPT-6.1 Sol added a useful correction the others glossed over: Arkansas did beat Tulsa 34-6, so this isn't a team on a three-game skid — but the pattern against real opponents is unbroken, and the mechanism (KJ Jackson under pressure, worst-in-conference rushing, heavy dependence on Chris Marshall) is precisely the profile Tennessee's front destroys. The web results confirm the injury picture cuts both ways but mostly against Arkansas: multiple Volunteers are out for the season (Davis, Dodson, Harmon, Farooq), yet the panel's core read — that the defensive front and run game are intact — survives intact.

Where the Experts Disagree: Margin, and How It Gets There

The real split is between a ~14-point win (GPT-6.1 Sol's 27-13) and a ~21-point win (Kimi K3's 34-13), with Grok, Claude, and GLM all landing on 31-13. The disagreement resolves around how much the quarterback change matters. GLM and Kimi argue the market over-weights MacIntyre's first career start — Arkansas has lost by 27+ to every quality opponent, and Tennessee doesn't need its quarterback to be heroic. Grok and Claude counter that a run-first script with a green quarterback caps Tennessee's ceiling and shortens the game. Both arguments are partly right, which is why the modal score sits at 31-13: Tennessee's floor is propped up by its defense and DeSean Bishop (220 yards, three touchdowns last week, with 182 yards after contact) against an Arkansas run defense that has allowed 15 rushing touchdowns — but a first-start QB on the road in a loud stadium, combined with Heupel's incentive to shorten the game once ahead, makes a 45-point explosion unlikely. The most likely shape: Tennessee leads by two scores midway through the third, grinds clock, and Arkansas finds a late touchdown against softened coverage.

The Honest Case Against

Calibration matters here, because these models lean toward favorites and cluster when they do. The genuine upset path exists: Tennessee lost 19-14 in Fayetteville in 2024, its two SEC games this season were both one-score (17-20 vs Texas, 24-14 vs Auburn), and first-career-start quarterbacks on the road produce exactly the ugly, low-margin script Auburn nearly authored. If MacIntyre turns it over early and Arkansas hangs around into the fourth, a 24-17 finish is live.