Compare · ModelsLive · 2 picked · head to head

DeepSeek V3.2 Speciale vs Gemma 4 31B

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 · Gemma 4 31B are still filling in scores.

Hype vs Reality

Attention vs performance

DeepSeek V3.2 Speciale

#4 by perf·#5 by attention

DESERVED

Gemma 4 31B

#31 by perf·no signal

QUIET

Best value

Gemma 4 31B

2.5x better value than DeepSeek V3.2 Speciale

DeepSeek V3.2 Speciale

97.8 pts/$

$0.80/M

Gemma 4 31B

241.6 pts/$

$0.26/M

Vendor risk

Mixed exposure

One or more vendors flagged

DeepSeek

$3.4B·Tier 1

Higher risk

Google DeepMind

$4.00T·Tier 1

Low risk

Pricing · per 1M tokens · projected $/mo at 10M tokens

Model	Input	Output	Context	Projected $/mo
DeepSeek V3.2 Speciale	$0.40	$1.20	164K tokens (~82 books)	$6.00
Gemma 4 31B	$0.13	$0.38	262K tokens (~131 books)	$1.93

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