Compare/Gemma 3n E2B Instruct vs GPT-5.4 (Non-reasoning)

Gemma 3n E2B InstructvsGPT-5.4 (Non-reasoning)

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

Google

Gemma 3n E2B Instruct

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

GPT-5.4 (Non-reasoning)

Input
$2.5/M
Output
$15/M
Speed
61 tok/s
TTFT
0.65s

Winner by Category

Cheaper
Gemma 3n E2B Instruct
Faster (tok/s)
GPT-5.4 (Non-reasoning)
Lower Latency
Gemma 3n E2B Instruct
Benchmarks (5-7)
GPT-5.4 (Non-reasoning)

Pricing Comparison

MetricGemma 3n E2B InstructGPT-5.4 (Non-reasoning)
Input ($/M tokens)$0$2.5
Output ($/M tokens)$0$15
Cost for 1M input + 100K output tokens:
Gemma 3n E2B Instruct$0.00
GPT-5.4 (Non-reasoning)$4.00

Speed Comparison

Output Speed (tokens/s) — higher is better
Gemma 3n E2B Instruct
GPT-5.4 (Non-reasoning)
61 tok/s
Time to First Token (seconds) — lower is better
Gemma 3n E2B Instruct
GPT-5.4 (Non-reasoning)
0.65s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
4.835.4
Coding Index
2.241.0
Math Index
10.3
GPQA Diamond
22.9%74.8%
MMLU-Pro
37.8%
LiveCodeBench
9.5%
AIME 2025
10.3%
MATH-500
69.1%
Humanity's Last Exam
4.0%10.6%
SciCode
5.2%47.1%
IFBench
22.0%48.4%
TerminalBench
0.8%37.9%
Gemma 3n E2B Instruct5 wins
7 winsGPT-5.4 (Non-reasoning)

Frequently Asked Questions

Which is cheaper, Gemma 3n E2B Instruct or GPT-5.4 (Non-reasoning)?

Gemma 3n E2B Instruct is cheaper overall. Its blended price (3:1 input/output ratio) is $0.00/M tokens vs $5.63/M for GPT-5.4 (Non-reasoning).

Which model performs better on benchmarks?

GPT-5.4 (Non-reasoning) wins 7 out of 12 benchmarks compared to 5 for Gemma 3n E2B Instruct. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

GPT-5.4 (Non-reasoning) generates tokens faster at 61 tok/s vs 0 tok/s. Gemma 3n E2B Instruct also has lower time-to-first-token (0.00s vs 0.65s).

When should I use Gemma 3n E2B Instruct vs GPT-5.4 (Non-reasoning)?

Choose based on your priorities: Gemma 3n E2B Instruct for lower cost, GPT-5.4 (Non-reasoning) for stronger benchmark performance, and GPT-5.4 (Non-reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.