Head-to-head comparison across 2benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
GPT-5.4 Pro
91
Hy3 Preview
62
Pick GPT-5.4 Pro if you want the stronger benchmark profile. Hy3 Preview only becomes the better choice if you want the cheaper token bill.
Agentic
+34.9 difference
Knowledge
+2.3 difference
GPT-5.4 Pro
Hy3 Preview
$30 / $180
$0 / $0
74 t/s
N/A
151.79s
N/A
1.05M
256K
Pick GPT-5.4 Pro if you want the stronger benchmark profile. Hy3 Preview only becomes the better choice if you want the cheaper token bill.
GPT-5.4 Pro is clearly ahead on the provisional aggregate, 91 to 62. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
GPT-5.4 Pro's sharpest advantage is in agentic, where it averages 89.3 against 54.4. The single biggest benchmark swing on the page is HLE, 58.7% to 25.5%.
GPT-5.4 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 Hy3 Preview. That is roughly Infinityx on output cost alone. GPT-5.4 Pro gives you the larger context window at 1.05M, compared with 256K for Hy3 Preview.
GPT-5.4 Pro is ahead on BenchLM's provisional leaderboard, 91 to 62. The biggest single separator in this matchup is HLE, where the scores are 58.7% and 25.5%.
GPT-5.4 Pro has the edge for knowledge tasks in this comparison, averaging 49 versus 46.7. Inside this category, HLE is the benchmark that creates the most daylight between them.
GPT-5.4 Pro has the edge for agentic tasks in this comparison, averaging 89.3 versus 54.4. Hy3 Preview stays close enough that the answer can still flip depending on your workload.
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