Compare/Llama 3.2 Instruct 11B (Vision) vs Gemma 4 12B (Non-reasoning)

Llama 3.2 Instruct 11B (Vision)vsGemma 4 12B (Non-reasoning)

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

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Llama 3.2 Instruct 11B (Vision)

Input
$0.345/M
Output
$0.345/M
Speed
65 tok/s
TTFT
0.58s
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
Llama 3.2 Instruct 11B (Vision)
Benchmarks (5-6)
Gemma 4 12B (Non-reasoning)

Pricing Comparison

MetricLlama 3.2 Instruct 11B (Vision)Gemma 4 12B (Non-reasoning)
Input ($/M tokens)$0.345$0.1
Output ($/M tokens)$0.345$0.3
Cost for 1M input + 100K output tokens:
Llama 3.2 Instruct 11B (Vision)$0.38
Gemma 4 12B (Non-reasoning)$0.13

Speed Comparison

Output Speed (tokens/s) — higher is better
Llama 3.2 Instruct 11B (Vision)
65 tok/s
Gemma 4 12B (Non-reasoning)
149 tok/s
Time to First Token (seconds) — lower is better
Llama 3.2 Instruct 11B (Vision)
0.58s
Gemma 4 12B (Non-reasoning)
1.44s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
3.313.2
Coding Index
Math Index
1.7
GPQA Diamond
22.1%66.1%
MMLU-Pro
46.4%
LiveCodeBench
11.0%
AIME 2025
1.7%
MATH-500
51.6%
Humanity's Last Exam
5.2%6.2%
SciCode
11.2%29.7%
IFBench
30.4%45.2%
TerminalBench
0.8%11.4%
Llama 3.2 Instruct 11B (Vision)5 wins
6 winsGemma 4 12B (Non-reasoning)

Frequently Asked Questions

Which is cheaper, Llama 3.2 Instruct 11B (Vision) 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 $0.34/M for Llama 3.2 Instruct 11B (Vision).

Which model performs better on benchmarks?

Gemma 4 12B (Non-reasoning) wins 6 out of 12 benchmarks compared to 5 for Llama 3.2 Instruct 11B (Vision). 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 65 tok/s. Llama 3.2 Instruct 11B (Vision) also has lower time-to-first-token (0.58s vs 1.44s).

When should I use Llama 3.2 Instruct 11B (Vision) vs Gemma 4 12B (Non-reasoning)?

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