Estimated outcome probability. A likely winner can still be overpriced.
← Decision briefsCollege Football · Oct 10, 12:30 PM PDT YOUR RESEARCH TASK FORECASTTexas Longhorns RELIABILITY4/4 model reports MARKET VALUENot established
Oklahoma Sooners vs Texas Longhorns
75.8%Texas Longhorns
LOCKED Oct 10, 12:01 PM PDT4/4 independent models select Texas Longhorns; all four oriented probabilities average 75.75%.
Check the evidence
The most important gap and your next source check.
- Read the model reasons and reported limits.
- Inspect available source context; record missing sources.
- Identify what remains unverified and your next action.
17 reported evidence limits. Agreement alone does not establish accuracy.
A probability difference alone does not account for forecast error, fees, spread, or available liquidity.
Why the models lean this way
These are reasons recorded by the models. They are not independently verified facts or measured causes of a probability change.
- Claude: DraftKings line TEX -7.5 implies roughly 75-78% favorite win probability
- Gemini: Texas is undefeated at 4-0 and ranked number 1
- Grok: Texas 4-0 record versus Oklahoma 2-2 record
- GPT: Texas is 4-0 versus Oklahoma at 2-2.
Read all four model reports
Claude · Texas Longhorns · 77.0%
Texas is the market favorite at -7.5 on a neutral-site Cotton Bowl stage, is ranked #1, and is unbeaten at 4-0, while Oklahoma enters 2-2 and unranked. A 7.5-point spread historically converts to roughly a 75-78% win probability; the low posted total (40.5) implies a lower-scoring, lower-variance game, which modestly favors the stronger side rather than the underdog. Red River is a neutral-site rivalry that can compress talent gaps and Oklahoma's defense-oriented profile (implied by the low total) gives a live underdog path, so I stay near the market-implied figure rather than inflating it.
anthropic/claude-opus-5 · Oct 10, 7:53 AM PDTGemini · Texas Longhorns · 74.0%
Texas enters the Red River Rivalry undefeated at 4-0 and ranked number 1 in the nation, while Oklahoma is unranked with a 2-2 record. The betting market favors Texas by 7.5 points at the neutral Cotton Bowl, which translates to an estimated 74 percent win probability.
google/gemini-3.1-pro-preview · Oct 10, 7:53 AM PDTGrok · Texas Longhorns · 78.0%
Texas enters at 4-0 with the #1 ranking while Oklahoma is 2-2 and unranked. The DraftKings market line lists Texas as a 7.5-point favorite on a neutral-site Cotton Bowl field. These three structured indicators align on Texas superiority and produce a win probability comfortably above 50 percent but below 85 percent given the absence of efficiency metrics.
xai/grok-4.3 · Oct 10, 7:53 AM PDTGPT · Texas Longhorns · 74.0%
Texas is the stronger side on the supplied evidence. The immutable package shows Texas at 4-0, ranked No. 1, while Oklahoma is 2-2 and unranked. The market line of Texas -7.5 at a neutral-site rivalry game (Cotton Bowl) is also a meaningful comparative signal favoring Texas. Those three aligned indicators—better record, much stronger ranking signal, and clear market favoritism—support Texas as the more likely winner. Because this is a rivalry at a neutral venue and the evidence package lacks injuries, roster availability, and efficiency data, the estimate should remain bounded rather than extreme.
openai/gpt-5.4 · Oct 10, 7:53 AM PDTWhat remains uncertain
- No injury, availability, or depth-chart information provided
- No advanced efficiency, SP+/FPI, or strength-of-schedule data
- Opponent quality behind the 4-0 and 2-2 records is unknown
- Single sportsbook line with no line-movement history or consensus
- No quarterback-specific or personnel context for a rivalry game
- Rivalry-game emotional/variance effects cannot be quantified from supplied facts
- Missing injury reports
- No advanced team efficiency metrics
What to watch next
Official result recorded. Review the original forecast and sources below.
Open the event and source context →What changed before the lock
- 0.4 percentage points higher for Texas Longhorns
The pre-event probability state was locked atomically and is immutable.
Record hash
52f1fac645959d0d815256fc99c6dd5b95177c39a933d76e0c80d22d2592af72 - First recorded forecast
First prospective probability state captured for this source and competition.
Record hash
f5a338c234c92210413c0bfeef8166d9297760c0c080b6a22316360db8398763
Reasons are shown as they were recorded. The ledger does not establish that a specific fact caused a probability change.
The saved method comparison
This event has no eligible record in the new comparison cohort. Historical or late forecasts are not filled in after the event.
Inspect the methods and progress →Available source context
These links provide event context. They do not verify every claim in a model report.
Recorded outcome: Final
Finish your review
Record whether this brief helped, how long the review took, and your next action.
Return to your review →