Compare/MiMo-V2-Flash (Reasoning) vs Gemma 4 12B (Non-reasoning)

MiMo-V2-Flash (Reasoning)vsGemma 4 12B (Non-reasoning)

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

Xiaomi

MiMo-V2-Flash (Reasoning)

Input
$0.1/M
Output
$0.3/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
Tie
Faster (tok/s)
Gemma 4 12B (Non-reasoning)
Lower Latency
MiMo-V2-Flash (Reasoning)
Benchmarks (10-0)
MiMo-V2-Flash (Reasoning)

Pricing Comparison

MetricMiMo-V2-Flash (Reasoning)Gemma 4 12B (Non-reasoning)
Input ($/M tokens)$0.1$0.1
Output ($/M tokens)$0.3$0.3
Cost for 1M input + 100K output tokens:
MiMo-V2-Flash (Reasoning)$0.13
Gemma 4 12B (Non-reasoning)$0.13

Speed Comparison

Output Speed (tokens/s) — higher is better
MiMo-V2-Flash (Reasoning)
Gemma 4 12B (Non-reasoning)
149 tok/s
Time to First Token (seconds) — lower is better
MiMo-V2-Flash (Reasoning)
Gemma 4 12B (Non-reasoning)
1.44s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
31.213.2
Coding Index
Math Index
96.3
GPQA Diamond
84.6%66.1%
MMLU-Pro
84.3%
LiveCodeBench
86.8%
AIME 2025
96.3%
MATH-500
Humanity's Last Exam
21.1%6.2%
SciCode
39.4%29.7%
IFBench
64.2%45.2%
TerminalBench
28.0%11.4%
MiMo-V2-Flash (Reasoning)10 wins
0 winsGemma 4 12B (Non-reasoning)

Frequently Asked Questions

Which is cheaper, MiMo-V2-Flash (Reasoning) or Gemma 4 12B (Non-reasoning)?

Both models have similar pricing. Check the detailed breakdown above for input vs output token costs.

Which model performs better on benchmarks?

MiMo-V2-Flash (Reasoning) wins 10 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. MiMo-V2-Flash (Reasoning) also has lower time-to-first-token (0.00s vs 1.44s).

When should I use MiMo-V2-Flash (Reasoning) vs Gemma 4 12B (Non-reasoning)?

Choose based on your priorities: both are similarly priced, MiMo-V2-Flash (Reasoning) for stronger benchmark performance, and Gemma 4 12B (Non-reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.