Compare/GPT-5.4 nano (Non-Reasoning) vs Gemma 4 E4B (Reasoning)

GPT-5.4 nano (Non-Reasoning)vsGemma 4 E4B (Reasoning)

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

OpenAI

GPT-5.4 nano (Non-Reasoning)

Input
$0.2/M
Output
$1.25/M
Speed
164 tok/s
TTFT
0.48s
Google

Gemma 4 E4B (Reasoning)

Input
$0.3/M
Output
$1.25/M
Speed
TTFT

Winner by Category

Cheaper
GPT-5.4 nano (Non-Reasoning)
Faster (tok/s)
GPT-5.4 nano (Non-Reasoning)
Lower Latency
Gemma 4 E4B (Reasoning)
Benchmarks (5-2)
GPT-5.4 nano (Non-Reasoning)

Pricing Comparison

MetricGPT-5.4 nano (Non-Reasoning)Gemma 4 E4B (Reasoning)
Input ($/M tokens)$0.2$0.3
Output ($/M tokens)$1.25$1.25
Cost for 1M input + 100K output tokens:
GPT-5.4 nano (Non-Reasoning)$0.33
Gemma 4 E4B (Reasoning)$0.42

Speed Comparison

Output Speed (tokens/s) — higher is better
GPT-5.4 nano (Non-Reasoning)
164 tok/s
Gemma 4 E4B (Reasoning)
Time to First Token (seconds) — lower is better
GPT-5.4 nano (Non-Reasoning)
0.48s
Gemma 4 E4B (Reasoning)

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
24.418.8
Coding Index
27.913.7
Math Index
GPQA Diamond
55.8%57.6%
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
4.2%3.7%
SciCode
35.2%24.4%
IFBench
32.7%44.2%
TerminalBench
24.2%8.3%
GPT-5.4 nano (Non-Reasoning)5 wins
2 winsGemma 4 E4B (Reasoning)

Frequently Asked Questions

Which is cheaper, GPT-5.4 nano (Non-Reasoning) or Gemma 4 E4B (Reasoning)?

GPT-5.4 nano (Non-Reasoning) is cheaper overall. Its blended price (3:1 input/output ratio) is $0.46/M tokens vs $0.54/M for Gemma 4 E4B (Reasoning).

Which model performs better on benchmarks?

GPT-5.4 nano (Non-Reasoning) wins 5 out of 12 benchmarks compared to 2 for Gemma 4 E4B (Reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

GPT-5.4 nano (Non-Reasoning) generates tokens faster at 164 tok/s vs 0 tok/s. However, Gemma 4 E4B (Reasoning) has lower time-to-first-token (0.00s vs 0.48s).

When should I use GPT-5.4 nano (Non-Reasoning) vs Gemma 4 E4B (Reasoning)?

Choose based on your priorities: GPT-5.4 nano (Non-Reasoning) for lower cost, GPT-5.4 nano (Non-Reasoning) for stronger benchmark performance, and GPT-5.4 nano (Non-Reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.