Head-to-head comparison across 2benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
GLM-4.7
70
GPT-4.1
58
Pick GLM-4.7 if you want the stronger benchmark profile. GPT-4.1 only becomes the better choice if knowledge is the priority or you need the larger 1M context window.
Coding
+16.0 difference
Knowledge
+5.7 difference
GLM-4.7
GPT-4.1
$0 / $0
$2 / $8
82 t/s
108 t/s
1.10s
1.02s
200K
1M
Pick GLM-4.7 if you want the stronger benchmark profile. GPT-4.1 only becomes the better choice if knowledge is the priority or you need the larger 1M context window.
GLM-4.7 is clearly ahead on the provisional aggregate, 70 to 58. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
GLM-4.7's sharpest advantage is in coding, where it averages 70.6 against 54.6. The single biggest benchmark swing on the page is GPQA, 85.7% to 66.3%. GPT-4.1 does hit back in knowledge, so the answer changes if that is the part of the workload you care about most.
GPT-4.1 is also the more expensive model on tokens at $2.00 input / $8.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for GLM-4.7. That is roughly Infinityx on output cost alone. GLM-4.7 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-4.1 gives you the larger context window at 1M, compared with 200K for GLM-4.7.
GLM-4.7 is ahead on BenchLM's provisional leaderboard, 70 to 58. The biggest single separator in this matchup is GPQA, where the scores are 85.7% and 66.3%.
GPT-4.1 has the edge for knowledge tasks in this comparison, averaging 66.3 versus 60.6. Inside this category, GPQA is the benchmark that creates the most daylight between them.
GLM-4.7 has the edge for coding in this comparison, averaging 70.6 versus 54.6. Inside this category, SWE-bench Verified is the benchmark that creates the most daylight between them.
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