Compare/Gemma 3 12B Instruct vs DeepSeek V4 Flash (Non-reasoning)

Gemma 3 12B InstructvsDeepSeek V4 Flash (Non-reasoning)

Side-by-side comparison of pricing, 12 benchmarks, and generation speed.

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Gemma 3 12B Instruct

Input
$0.09/M
Output
$0.29/M
Speed
TTFT
DeepSeek

DeepSeek V4 Flash (Non-reasoning)

Input
$0.14/M
Output
$0.28/M
Speed
72 tok/s
TTFT
0.81s

Winner by Category

Cheaper
Gemma 3 12B Instruct
Faster (tok/s)
DeepSeek V4 Flash (Non-reasoning)
Lower Latency
Gemma 3 12B Instruct
Benchmarks (5-7)
DeepSeek V4 Flash (Non-reasoning)

Pricing Comparison

MetricGemma 3 12B InstructDeepSeek V4 Flash (Non-reasoning)
Input ($/M tokens)$0.09$0.14
Output ($/M tokens)$0.29$0.28
Cost for 1M input + 100K output tokens:
Gemma 3 12B Instruct$0.12
DeepSeek V4 Flash (Non-reasoning)$0.17

Speed Comparison

Output Speed (tokens/s) — higher is better
Gemma 3 12B Instruct
DeepSeek V4 Flash (Non-reasoning)
72 tok/s
Time to First Token (seconds) — lower is better
Gemma 3 12B Instruct
DeepSeek V4 Flash (Non-reasoning)
0.81s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
8.836.5
Coding Index
6.335.2
Math Index
18.3
GPQA Diamond
34.9%71.6%
MMLU-Pro
59.5%
LiveCodeBench
13.7%
AIME 2025
18.3%
MATH-500
85.3%
Humanity's Last Exam
4.8%7.0%
SciCode
17.4%37.3%
IFBench
36.7%47.2%
TerminalBench
0.8%34.1%
Gemma 3 12B Instruct5 wins
7 winsDeepSeek V4 Flash (Non-reasoning)

Frequently Asked Questions

Which is cheaper, Gemma 3 12B Instruct or DeepSeek V4 Flash (Non-reasoning)?

Gemma 3 12B Instruct is cheaper overall. Its blended price (3:1 input/output ratio) is $0.14/M tokens vs $0.17/M for DeepSeek V4 Flash (Non-reasoning).

Which model performs better on benchmarks?

DeepSeek V4 Flash (Non-reasoning) wins 7 out of 12 benchmarks compared to 5 for Gemma 3 12B Instruct. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

DeepSeek V4 Flash (Non-reasoning) generates tokens faster at 72 tok/s vs 0 tok/s. Gemma 3 12B Instruct also has lower time-to-first-token (0.00s vs 0.81s).

When should I use Gemma 3 12B Instruct vs DeepSeek V4 Flash (Non-reasoning)?

Choose based on your priorities: Gemma 3 12B Instruct for lower cost, DeepSeek V4 Flash (Non-reasoning) for stronger benchmark performance, and DeepSeek V4 Flash (Non-reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.