Head-to-head comparison across 2benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
Composer 2
73
DeepSeek V4 Pro
71
Verified leaderboard positions: Composer 2 unranked · DeepSeek V4 Pro #22
Pick Composer 2 if you want the stronger benchmark profile. DeepSeek V4 Pro only becomes the better choice if coding is the priority or you need the larger 1M context window.
Agentic
+2.6 difference
Coding
+0.8 difference
Composer 2
DeepSeek V4 Pro
$0.5 / $2.5
$1.74 / $3.48
N/A
N/A
N/A
N/A
200K
1M
Pick Composer 2 if you want the stronger benchmark profile. DeepSeek V4 Pro only becomes the better choice if coding is the priority or you need the larger 1M context window.
Composer 2 has the cleaner provisional overall profile here, landing at 73 versus 71. It is a real lead, but still close enough that category-level strengths matter more than the headline number.
Composer 2's sharpest advantage is in agentic, where it averages 61.7 against 59.1. The single biggest benchmark swing on the page is Terminal-Bench 2.0, 61.7% to 59.1%. DeepSeek V4 Pro does hit back in coding, so the answer changes if that is the part of the workload you care about most.
DeepSeek V4 Pro is also the more expensive model on tokens at $1.74 input / $3.48 output per 1M tokens, versus $0.50 input / $2.50 output per 1M tokens for Composer 2. Composer 2 is the reasoning model in the pair, while DeepSeek V4 Pro 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. DeepSeek V4 Pro gives you the larger context window at 1M, compared with 200K for Composer 2.
Composer 2 is ahead on BenchLM's provisional leaderboard, 73 to 71. The biggest single separator in this matchup is Terminal-Bench 2.0, where the scores are 61.7% and 59.1%.
DeepSeek V4 Pro has the edge for coding in this comparison, averaging 58.8 versus 58. Inside this category, SWE Multilingual is the benchmark that creates the most daylight between them.
Composer 2 has the edge for agentic tasks in this comparison, averaging 61.7 versus 59.1. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.
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