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

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

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

Xiaomi

MiMo-V2-Flash (Non-reasoning)

Input
$0.1/M
Output
$0.3/M
Speed
TTFT
Google

Gemma 4 12B (Reasoning)

Input
$0.1/M
Output
$0.3/M
Speed
143 tok/s
TTFT
1.33s

Winner by Category

Cheaper
Tie
Faster (tok/s)
Gemma 4 12B (Reasoning)
Lower Latency
MiMo-V2-Flash (Non-reasoning)
Benchmarks (7-4)
MiMo-V2-Flash (Non-reasoning)

Pricing Comparison

MetricMiMo-V2-Flash (Non-reasoning)Gemma 4 12B (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 (Non-reasoning)$0.13
Gemma 4 12B (Reasoning)$0.13

Speed Comparison

Output Speed (tokens/s) — higher is better
MiMo-V2-Flash (Non-reasoning)
Gemma 4 12B (Reasoning)
143 tok/s
Time to First Token (seconds) — lower is better
MiMo-V2-Flash (Non-reasoning)
Gemma 4 12B (Reasoning)
1.33s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
24.722.0
Coding Index
49.8
Math Index
67.7
GPQA Diamond
65.6%75.3%
MMLU-Pro
74.4%
LiveCodeBench
40.2%
AIME 2025
67.7%
MATH-500
Humanity's Last Exam
8.0%14.8%
SciCode
25.9%38.2%
IFBench
39.9%73.5%
TerminalBench
25.8%18.2%
MiMo-V2-Flash (Non-reasoning)7 wins
4 winsGemma 4 12B (Reasoning)

Frequently Asked Questions

Which is cheaper, MiMo-V2-Flash (Non-reasoning) or Gemma 4 12B (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 (Non-reasoning) wins 7 out of 12 benchmarks compared to 4 for Gemma 4 12B (Reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Gemma 4 12B (Reasoning) generates tokens faster at 143 tok/s vs 0 tok/s. MiMo-V2-Flash (Non-reasoning) also has lower time-to-first-token (0.00s vs 1.33s).

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

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