How accurate is Claude Opus 4.8?
We put Claude Opus (currently Claude Opus 4.8) on real games and grade every call in public. It gets the identical line-blind data packet — no betting line, no web search — locks its forecast, and is scored against the final result. Graded since June 2026.
MLB · picking winners · 317 games
MLB · run totals (over/under) · 307 games
UFC · fights · 38 graded
Head-to-head
Over 317 graded MLB games, Claude Opus 4.8 is 184–133 (58% winner accuracy), with a Brier score of 0.242, which puts it 1 of 12 on the board. The naive "pick the home team" baseline over the same games lands at 50%.
Scored as a 1-unit bet at the closing market price, its picks have returned +6.8% per game — the honest, vig-included number.
And it's not only calling winners. On run totals it's 53% against the over/under — each market graded on its own.
On UFC, Claude Opus 4.8 is 30–8 (79% accuracy), and calls the method of victory — KO/TKO, submission or decision — right 55% of the time.
Claude Opus 4.8's calls, graded
Best MLB calls · confident & right
Best UFC calls · confident & right
Worst UFC calls · confident & wrong
Every call links to the game so you can check it. "Confident" = the probability the model put on its own pick. No cherry-picking — these are simply its boldest right and wrong calls on record.
How Claude Opus is graded
One prompt, frozen. Every model — Claude Opus and the rest of the field — gets the exact same prompt. Not just the same data: the same instructions, the same output schema, the same wording. We wrote that prompt once and we don't touch it. No per-model tuning, no prompt tweaks mid-season, no coaxing a better answer out of one model than another. Changing the prompt would change the test, so the only thing that varies between models is the model.
Line-blind. The model never sees the betting line. It produces its own win probabilities from the data alone, so we're measuring forecasting skill, not an echo of the market.
One packet, no search. It gets the same point-in-time data (ratings, Statcast, bullpens, park/umpire, situational splits) ~3 hours before first pitch, with web search off. It's the model we're measuring.
Every market, graded on its own. From that one forecast we score the moneyline winner and the run total (over/under) on MLB, and the winner and method of victory on UFC — each against the final result, and the money markets against the closing price (ROI).
Graded in public, no do-overs. One set of calls per game and we live with it. See the full leaderboard and the Can AI beat Vegas? essay.
Compare Claude Opus with the field
Same brand, graded head-to-head — see Claude Sonnet 5's record.
Same brand, graded head-to-head — see Claude Opus 5's record.
GLM 5.2's graded record, line-blind.
Gemini 3.5 Flash's graded record, line-blind.
Grok 4.5's graded record, line-blind.
DeepSeek V4 Pro's graded record, line-blind.
GPT-5.6 Sol Pro's graded record, line-blind.
GPT-5.6 Luna Pro's graded record, line-blind.
Frequently asked
Can Claude Opus predict sports?
We grade Claude Opus (Claude Opus 4.8) in public. Across 317 MLB games forecast line-blind — no betting line, no web search — it is 184–133, a 58% winner accuracy, with a Brier score of 0.242, ranking 1 of 12 models on the board. Every call is locked before the game and graded against the final result.
What can Claude Opus predict — just winners?
No — Claude Opus makes a full forecast for every game, and each part is graded separately in public. On MLB it calls the moneyline winner and the run total (over/under). On UFC it calls the winner and the method of victory — KO/TKO, submission or decision. So far its over/under calls are 53% accurate over 307 games. Its UFC method calls are 55% accurate over 38 fights.
Is Claude Opus good at sports betting?
Every pick is also scored as ROI at the closing market price, so the number is honest about the vig. So far Claude Opus 4.8 has returned +6.8% per unit over 317 graded MLB games. Beating the closing line is a high bar — this page tracks how close it gets, updated nightly.
How accurate is Claude Opus at predicting baseball?
Over 317 graded MLB games, Claude Opus 4.8 has picked the winner 58% of the time, with a Brier score of 0.242 (0 is perfect, 0.25 is a coin flip). The 'pick the home team' baseline over the same games is 50%.
Track Claude Opus and the whole field.
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