Compare · ModelsLive · 2 picked · head to head
DeepSeek V3.2 Speciale vs GPT-5.1-Codex-Max
Side by side · benchmarks, pricing, and signals you can act on.
Winner summary
DeepSeek V3.2 Speciale wins on 0/0 benchmarks
Not enough overlapping benchmarks to declare a winner yet · DeepSeek V3.2 Speciale · GPT-5.1-Codex-Max are still filling in scores.
Hype vs Reality
Attention vs performance
DeepSeek V3.2 Speciale
#3 by perf·no signal
GPT-5.1-Codex-Max
#15 by perf·#9 by attention
Best value
DeepSeek V3.2 Speciale
7.6x better value than GPT-5.1-Codex-Max
DeepSeek V3.2 Speciale
97.8 pts/$
$0.80/M
GPT-5.1-Codex-Max
12.8 pts/$
$5.63/M
Vendor risk
Mixed exposure
One or more vendors flagged
DeepSeek
$3.4B·Tier 1
OpenAI
$840.0B·Tier 1
Pricing · per 1M tokens · projected $/mo at 10M tokens
| Model | Input | Output | Context | Projected $/mo |
|---|---|---|---|---|
| $0.40 | $1.20 | 164K tokens (~82 books) | $6.00 | |
| $1.25 | $10.00 | 400K tokens (~200 books) | $34.38 |
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