Compare/Gemma 4 12B (Non-reasoning) vs GPT-5.5 (low)

Gemma 4 12B (Non-reasoning)vsGPT-5.5 (low)

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

Google

Gemma 4 12B (Non-reasoning)

Input
$0/M
Output
$0/M
Speed
TTFT
OpenAI

GPT-5.5 (low)

Input
$5/M
Output
$30/M
Speed
57 tok/s
TTFT
2.03s

Winner by Category

Cheaper
Gemma 4 12B (Non-reasoning)
Faster (tok/s)
GPT-5.5 (low)
Lower Latency
Gemma 4 12B (Non-reasoning)
Benchmarks (0-6)
GPT-5.5 (low)

Pricing Comparison

MetricGemma 4 12B (Non-reasoning)GPT-5.5 (low)
Input ($/M tokens)$0$5
Output ($/M tokens)$0$30
Cost for 1M input + 100K output tokens:
Gemma 4 12B (Non-reasoning)$0.00
GPT-5.5 (low)$8.00

Speed Comparison

Output Speed (tokens/s) — higher is better
Gemma 4 12B (Non-reasoning)
GPT-5.5 (low)
57 tok/s
Time to First Token (seconds) — lower is better
Gemma 4 12B (Non-reasoning)
GPT-5.5 (low)
2.03s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
13.241.7
Coding Index
Math Index
GPQA Diamond
66.1%91.0%
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
6.2%31.0%
SciCode
29.7%51.6%
IFBench
45.2%64.4%
TerminalBench
11.4%52.3%
Gemma 4 12B (Non-reasoning)0 wins
6 winsGPT-5.5 (low)

Frequently Asked Questions

Which is cheaper, Gemma 4 12B (Non-reasoning) or GPT-5.5 (low)?

Gemma 4 12B (Non-reasoning) is cheaper overall. Its blended price (3:1 input/output ratio) is $0.00/M tokens vs $11.25/M for GPT-5.5 (low).

Which model performs better on benchmarks?

GPT-5.5 (low) 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?

GPT-5.5 (low) generates tokens faster at 57 tok/s vs 0 tok/s. Gemma 4 12B (Non-reasoning) also has lower time-to-first-token (0.00s vs 2.03s).

When should I use Gemma 4 12B (Non-reasoning) vs GPT-5.5 (low)?

Choose based on your priorities: Gemma 4 12B (Non-reasoning) for lower cost, GPT-5.5 (low) for stronger benchmark performance, and GPT-5.5 (low) for faster generation. For latency-sensitive apps, check the TTFT comparison above.