Compare/Solar Pro 2 (Reasoning) vs GPT-5.4 nano (xhigh)

Solar Pro 2 (Reasoning)vsGPT-5.4 nano (xhigh)

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

Upstage

Solar Pro 2 (Reasoning)

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

GPT-5.4 nano (xhigh)

Input
$0.2/M
Output
$1.25/M
Speed
206 tok/s
TTFT
2.52s

Winner by Category

Cheaper
Solar Pro 2 (Reasoning)
Faster (tok/s)
GPT-5.4 nano (xhigh)
Lower Latency
Solar Pro 2 (Reasoning)
Benchmarks (5-7)
GPT-5.4 nano (xhigh)

Pricing Comparison

MetricSolar Pro 2 (Reasoning)GPT-5.4 nano (xhigh)
Input ($/M tokens)$0$0.2
Output ($/M tokens)$0$1.25
Cost for 1M input + 100K output tokens:
Solar Pro 2 (Reasoning)$0.00
GPT-5.4 nano (xhigh)$0.33

Speed Comparison

Output Speed (tokens/s) — higher is better
Solar Pro 2 (Reasoning)
GPT-5.4 nano (xhigh)
206 tok/s
Time to First Token (seconds) — lower is better
Solar Pro 2 (Reasoning)
GPT-5.4 nano (xhigh)
2.52s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
14.944.4
Coding Index
12.143.9
Math Index
61.3
GPQA Diamond
68.7%81.7%
MMLU-Pro
80.5%
LiveCodeBench
61.6%
AIME 2025
61.3%
MATH-500
96.7%
Humanity's Last Exam
7.0%26.5%
SciCode
30.2%46.9%
IFBench
37.1%75.9%
TerminalBench
3.0%42.4%
Solar Pro 2 (Reasoning)5 wins
7 winsGPT-5.4 nano (xhigh)

Frequently Asked Questions

Which is cheaper, Solar Pro 2 (Reasoning) or GPT-5.4 nano (xhigh)?

Solar Pro 2 (Reasoning) is cheaper overall. Its blended price (3:1 input/output ratio) is $0.00/M tokens vs $0.46/M for GPT-5.4 nano (xhigh).

Which model performs better on benchmarks?

GPT-5.4 nano (xhigh) wins 7 out of 12 benchmarks compared to 5 for Solar Pro 2 (Reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

GPT-5.4 nano (xhigh) generates tokens faster at 206 tok/s vs 0 tok/s. Solar Pro 2 (Reasoning) also has lower time-to-first-token (0.00s vs 2.52s).

When should I use Solar Pro 2 (Reasoning) vs GPT-5.4 nano (xhigh)?

Choose based on your priorities: Solar Pro 2 (Reasoning) for lower cost, GPT-5.4 nano (xhigh) for stronger benchmark performance, and GPT-5.4 nano (xhigh) for faster generation. For latency-sensitive apps, check the TTFT comparison above.