Compare/Solar Pro 3 vs GPT-5.4 (Non-reasoning)

Solar Pro 3vsGPT-5.4 (Non-reasoning)

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

Upstage

Solar Pro 3

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

GPT-5.4 (Non-reasoning)

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

Winner by Category

Cheaper
Solar Pro 3
Faster (tok/s)
GPT-5.4 (Non-reasoning)
Lower Latency
Solar Pro 3
Benchmarks (1-6)
GPT-5.4 (Non-reasoning)

Pricing Comparison

MetricSolar Pro 3GPT-5.4 (Non-reasoning)
Input ($/M tokens)$0$2.5
Output ($/M tokens)$0$15
Cost for 1M input + 100K output tokens:
Solar Pro 3$0.00
GPT-5.4 (Non-reasoning)$4.00

Speed Comparison

Output Speed (tokens/s) — higher is better
Solar Pro 3
GPT-5.4 (Non-reasoning)
62 tok/s
Time to First Token (seconds) — lower is better
Solar Pro 3
GPT-5.4 (Non-reasoning)
0.65s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
25.935.4
Coding Index
13.341.0
Math Index
GPQA Diamond
72.4%74.8%
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
10.1%10.6%
SciCode
24.7%47.1%
IFBench
71.2%48.4%
TerminalBench
7.6%37.9%
Solar Pro 31 wins
6 winsGPT-5.4 (Non-reasoning)

Frequently Asked Questions

Which is cheaper, Solar Pro 3 or GPT-5.4 (Non-reasoning)?

Solar Pro 3 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 6 out of 12 benchmarks compared to 1 for Solar Pro 3. 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 62 tok/s vs 0 tok/s. Solar Pro 3 also has lower time-to-first-token (0.00s vs 0.65s).

When should I use Solar Pro 3 vs GPT-5.4 (Non-reasoning)?

Choose based on your priorities: Solar Pro 3 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.