Compare/Sonar Pro vs GPT-5.4 nano (xhigh)

Sonar ProvsGPT-5.4 nano (xhigh)

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

Perplexity

Sonar Pro

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
Sonar Pro
Faster (tok/s)
GPT-5.4 nano (xhigh)
Lower Latency
Sonar Pro
Benchmarks (3-7)
GPT-5.4 nano (xhigh)

Pricing Comparison

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

Speed Comparison

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

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
15.244.4
Coding Index
43.9
Math Index
GPQA Diamond
57.8%81.7%
MMLU-Pro
75.5%
LiveCodeBench
27.5%
AIME 2025
MATH-500
74.5%
Humanity's Last Exam
7.9%26.5%
SciCode
22.6%46.9%
IFBench
75.9%
TerminalBench
42.4%
Sonar Pro3 wins
7 winsGPT-5.4 nano (xhigh)

Frequently Asked Questions

Which is cheaper, Sonar Pro or GPT-5.4 nano (xhigh)?

Sonar Pro 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 3 for Sonar Pro. 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. Sonar Pro also has lower time-to-first-token (0.00s vs 2.52s).

When should I use Sonar Pro vs GPT-5.4 nano (xhigh)?

Choose based on your priorities: Sonar Pro 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.