Compare/DeepSeek V4 Flash (Reasoning, High Effort) vs Gemma 4 12B (Non-reasoning)

DeepSeek V4 Flash (Reasoning, High Effort)vsGemma 4 12B (Non-reasoning)

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

DeepSeek

DeepSeek V4 Flash (Reasoning, High Effort)

Input
$0.14/M
Output
$0.28/M
Speed
TTFT
Google

Gemma 4 12B (Non-reasoning)

Input
$0.1/M
Output
$0.3/M
Speed
149 tok/s
TTFT
1.44s

Winner by Category

Cheaper
Gemma 4 12B (Non-reasoning)
Faster (tok/s)
Gemma 4 12B (Non-reasoning)
Lower Latency
DeepSeek V4 Flash (Reasoning, High Effort)
Benchmarks (6-0)
DeepSeek V4 Flash (Reasoning, High Effort)

Pricing Comparison

MetricDeepSeek V4 Flash (Reasoning, High Effort)Gemma 4 12B (Non-reasoning)
Input ($/M tokens)$0.14$0.1
Output ($/M tokens)$0.28$0.3
Cost for 1M input + 100K output tokens:
DeepSeek V4 Flash (Reasoning, High Effort)$0.17
Gemma 4 12B (Non-reasoning)$0.13

Speed Comparison

Output Speed (tokens/s) — higher is better
DeepSeek V4 Flash (Reasoning, High Effort)
Gemma 4 12B (Non-reasoning)
149 tok/s
Time to First Token (seconds) — lower is better
DeepSeek V4 Flash (Reasoning, High Effort)
Gemma 4 12B (Non-reasoning)
1.44s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
37.413.2
Coding Index
Math Index
GPQA Diamond
86.7%66.1%
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
27.8%6.2%
SciCode
42.0%29.7%
IFBench
73.5%45.2%
TerminalBench
38.6%11.4%
DeepSeek V4 Flash (Reasoning, High Effort)6 wins
0 winsGemma 4 12B (Non-reasoning)

Frequently Asked Questions

Which is cheaper, DeepSeek V4 Flash (Reasoning, High Effort) or Gemma 4 12B (Non-reasoning)?

Gemma 4 12B (Non-reasoning) is cheaper overall. Its blended price (3:1 input/output ratio) is $0.15/M tokens vs $0.17/M for DeepSeek V4 Flash (Reasoning, High Effort).

Which model performs better on benchmarks?

DeepSeek V4 Flash (Reasoning, High Effort) wins 6 out of 12 benchmarks compared to 0 for Gemma 4 12B (Non-reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Gemma 4 12B (Non-reasoning) generates tokens faster at 149 tok/s vs 0 tok/s. DeepSeek V4 Flash (Reasoning, High Effort) also has lower time-to-first-token (0.00s vs 1.44s).

When should I use DeepSeek V4 Flash (Reasoning, High Effort) vs Gemma 4 12B (Non-reasoning)?

Choose based on your priorities: Gemma 4 12B (Non-reasoning) for lower cost, DeepSeek V4 Flash (Reasoning, High Effort) for stronger benchmark performance, and Gemma 4 12B (Non-reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.