Claude Opus 4.8 vs muse-wonder-1.0
Wins 0 of 4 areas
—
Wins 3 of 4 areas
Reasoning · Math · Following instructions
muse-wonder-1.0 is the stronger all-rounder.
Scores updated · 8 tests both models report · How we compare
Where each one wins
Tests won in each of the four areas where both have results. Each piece is one test, so a longer bar means more evidence; grey means the two scored within a point of each other.
Reasoning, math and following instructions rest on a single test each.
What it costs
Prices per million tokens, roughly 750,000 words. The bars show the cost of a million tokens read plus a million written.
The biggest differences
The tests each model wins by the widest margin, up to three each. Scores are out of 100.
Where muse-wonder-1.0 pulls ahead
- Fixes real GitHub issues, working as an agentLiveBench · Agentic Coding+12.2points ahead
- Fresh competition math problemsLiveBench · Mathematics+2.2points ahead
- Fresh logic puzzles that change regularlyLiveBench · Reasoning+1.4points ahead
Where Claude Opus 4.8 pulls ahead
- Programming problems, refreshed regularlyLiveBench · Coding+1.1points ahead
Every test, side by side
All 8 tests both models report. The winning score is in its model's colour; marks a score checked independently.
CodingEven
- LiveBench · Agentic Codingmuse-wonder-1.0 by 12.250.562.7+12.2
- LiveBench · CodingClaude Opus 4.8 by 1.181.880.7+1.1
Reasoningmuse-wonder-1.0
- LiveBench · Reasoningmuse-wonder-1.0 by 1.489.290.6+1.4
Following instructionsmuse-wonder-1.0
- LiveBench · Instruction Followingmuse-wonder-1.0 by 17273+1
Other results3 tests, not counted
Tests outside the eight areas. They are not counted above: several are summary scores built from other tests, or the same test under another name.
- HiL-Bench (Tools-allowed)muse-wonder-1.0 by 44.435.379.7+44.4
- livebench_data_analysismuse-wonder-1.0 by 15.66681.6+15.6
- livebench_languagemuse-wonder-1.0 by 3.279.782.9+3.2
Questions people ask
Which is better, Claude Opus 4.8 or muse-wonder-1.0?
muse-wonder-1.0 wins three of the four areas where both have results: reasoning, math and following instructions. Claude Opus 4.8 wins none. They are level on coding.
Which is better for coding?
Neither. They win 1 coding test each of the 2 both models report.
How do you compare the two?
We use the 8 benchmark tests both models have published scores on. The verdict counts the 5 tests in the eight capability areas, and a gap under one point (ten on rating-style scales) counts as a tie. The other 3 are listed but not counted, because several are summary scores or repeat a test. Each score is the one shown on the model's own page.