Head-to-head comparison across 2benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
GPT-4.1
60
GPT-5.5
89
Verified leaderboard positions: GPT-4.1 unranked · GPT-5.5 #2
Pick GPT-5.5 if you want the stronger benchmark profile. GPT-4.1 only becomes the better choice if you want the cheaper token bill or you would rather avoid the extra latency and token burn of a reasoning model.
Coding
+4.0 difference
Knowledge
+0.1 difference
GPT-4.1
GPT-5.5
$2 / $8
$5 / $30
108 t/s
N/A
1.02s
N/A
1M
1M
Pick GPT-5.5 if you want the stronger benchmark profile. GPT-4.1 only becomes the better choice if you want the cheaper token bill or you would rather avoid the extra latency and token burn of a reasoning model.
GPT-5.5 is clearly ahead on the provisional aggregate, 89 to 60. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
GPT-5.5's sharpest advantage is in coding, where it averages 58.6 against 54.6. The single biggest benchmark swing on the page is GPQA, 66.3% to 93.6%.
GPT-5.5 is also the more expensive model on tokens at $5.00 input / $30.00 output per 1M tokens, versus $2.00 input / $8.00 output per 1M tokens for GPT-4.1. That is roughly 3.8x on output cost alone. GPT-5.5 is the reasoning model in the pair, while GPT-4.1 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.
GPT-5.5 is ahead on BenchLM's provisional leaderboard, 89 to 60. The biggest single separator in this matchup is GPQA, where the scores are 66.3% and 93.6%.
GPT-5.5 has the edge for knowledge tasks in this comparison, averaging 66.4 versus 66.3. Inside this category, GPQA is the benchmark that creates the most daylight between them.
GPT-5.5 has the edge for coding in this comparison, averaging 58.6 versus 54.6. GPT-4.1 stays close enough that the answer can still flip depending on your workload.
For engineers, researchers, and the plain curious — a weekly brief on new models, ranking shifts, and pricing changes.
Free. No spam. Unsubscribe anytime.