Head-to-head comparison across 1benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
GPT-5.5 Pro
100
Laguna M.1
46
Pick GPT-5.5 Pro if you want the stronger benchmark profile. Laguna M.1 only becomes the better choice if you want the cheaper token bill.
Agentic
+49.4 difference
GPT-5.5 Pro
Laguna M.1
$30 / $180
$0 / $0
N/A
N/A
N/A
N/A
1M
131K
Pick GPT-5.5 Pro if you want the stronger benchmark profile. Laguna M.1 only becomes the better choice if you want the cheaper token bill.
GPT-5.5 Pro is clearly ahead on the provisional aggregate, 100 to 46. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
GPT-5.5 Pro's sharpest advantage is in agentic, where it averages 90.1 against 40.7.
GPT-5.5 Pro is also the more expensive model on tokens at $30.00 input / $180.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Laguna M.1. That is roughly Infinityx on output cost alone. GPT-5.5 Pro gives you the larger context window at 1M, compared with 131K for Laguna M.1.
GPT-5.5 Pro is ahead on BenchLM's provisional leaderboard, 100 to 46.
GPT-5.5 Pro has the edge for agentic tasks in this comparison, averaging 90.1 versus 40.7. Laguna M.1 stays close enough that the answer can still flip depending on your workload.
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