Head-to-head comparison across 2benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
Claude Sonnet 4.6
83
o3-mini
56
Pick Claude Sonnet 4.6 if you want the stronger benchmark profile. o3-mini only becomes the better choice if knowledge is the priority or you want the cheaper token bill.
Coding
+17.1 difference
Knowledge
+3.5 difference
Claude Sonnet 4.6
o3-mini
$3 / $15
$1.1 / $4.4
44 t/s
160 t/s
1.48s
7.12s
200K
200K
Pick Claude Sonnet 4.6 if you want the stronger benchmark profile. o3-mini only becomes the better choice if knowledge is the priority or you want the cheaper token bill.
Claude Sonnet 4.6 is clearly ahead on the provisional aggregate, 83 to 56. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Claude Sonnet 4.6's sharpest advantage is in coding, where it averages 66.4 against 49.3. The single biggest benchmark swing on the page is SWE-bench Verified, 79.6% to 49.3%. o3-mini does hit back in knowledge, so the answer changes if that is the part of the workload you care about most.
Claude Sonnet 4.6 is also the more expensive model on tokens at $3.00 input / $15.00 output per 1M tokens, versus $1.10 input / $4.40 output per 1M tokens for o3-mini. That is roughly 3.4x on output cost alone. o3-mini is the reasoning model in the pair, while Claude Sonnet 4.6 is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use.
Claude Sonnet 4.6 is ahead on BenchLM's provisional leaderboard, 83 to 56. The biggest single separator in this matchup is SWE-bench Verified, where the scores are 79.6% and 49.3%.
o3-mini has the edge for knowledge tasks in this comparison, averaging 77.2 versus 73.7. Inside this category, GPQA is the benchmark that creates the most daylight between them.
Claude Sonnet 4.6 has the edge for coding in this comparison, averaging 66.4 versus 49.3. Inside this category, SWE-bench Verified is the benchmark that creates the most daylight between them.
For engineers, researchers, and the plain curious — a weekly brief on new models, ranking shifts, and pricing changes.
Free. No spam. Unsubscribe anytime.