Head-to-head comparison across 3benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
GLM-4.7
71
GPT-5.4
93
Verified leaderboard positions: GLM-4.7 unranked · GPT-5.4 #4
Pick GPT-5.4 if you want the stronger benchmark profile. GLM-4.7 only becomes the better choice if coding is the priority or you want the cheaper token bill.
Agentic
+31.7 difference
Coding
+12.9 difference
Knowledge
+32.2 difference
GLM-4.7
GPT-5.4
$0 / $0
$2.5 / $15
82 t/s
74 t/s
1.10s
151.79s
200K
1.05M
Pick GPT-5.4 if you want the stronger benchmark profile. GLM-4.7 only becomes the better choice if coding is the priority or you want the cheaper token bill.
GPT-5.4 is clearly ahead on the provisional aggregate, 93 to 71. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
GPT-5.4's sharpest advantage is in knowledge, where it averages 92.8 against 60.6. The single biggest benchmark swing on the page is Terminal-Bench 2.0, 41% to 75.1%. GLM-4.7 does hit back in coding, so the answer changes if that is the part of the workload you care about most.
GPT-5.4 is also the more expensive model on tokens at $2.50 input / $15.00 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. GPT-5.4 gives you the larger context window at 1.05M, compared with 200K for GLM-4.7.
GPT-5.4 is ahead on BenchLM's provisional leaderboard, 93 to 71. The biggest single separator in this matchup is Terminal-Bench 2.0, where the scores are 41% and 75.1%.
GPT-5.4 has the edge for knowledge tasks in this comparison, averaging 92.8 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 57.7. GPT-5.4 stays close enough that the answer can still flip depending on your workload.
GPT-5.4 has the edge for agentic tasks in this comparison, averaging 77 versus 45.3. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.
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