Compare/Apriel-v1.5-15B-Thinker vs GPT-5.4 mini (xhigh)

Apriel-v1.5-15B-ThinkervsGPT-5.4 mini (xhigh)

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

ServiceNow

Apriel-v1.5-15B-Thinker

Input
$0/M
Output
$0/M
Speed
145 tok/s
TTFT
0.19s
OpenAI

GPT-5.4 mini (xhigh)

Input
$0.75/M
Output
$4.5/M
Speed
219 tok/s
TTFT
3.82s

Winner by Category

Cheaper
Apriel-v1.5-15B-Thinker
Faster (tok/s)
GPT-5.4 mini (xhigh)
Lower Latency
Apriel-v1.5-15B-Thinker
Benchmarks (4-7)
GPT-5.4 mini (xhigh)

Pricing Comparison

MetricApriel-v1.5-15B-ThinkerGPT-5.4 mini (xhigh)
Input ($/M tokens)$0$0.75
Output ($/M tokens)$0$4.5
Cost for 1M input + 100K output tokens:
Apriel-v1.5-15B-Thinker$0.00
GPT-5.4 mini (xhigh)$1.20

Speed Comparison

Output Speed (tokens/s) — higher is better
Apriel-v1.5-15B-Thinker
145 tok/s
GPT-5.4 mini (xhigh)
219 tok/s
Time to First Token (seconds) — lower is better
Apriel-v1.5-15B-Thinker
0.19s
GPT-5.4 mini (xhigh)
3.82s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
28.348.1
Coding Index
18.751.5
Math Index
87.5
GPQA Diamond
71.3%87.5%
MMLU-Pro
77.3%
LiveCodeBench
72.8%
AIME 2025
87.5%
MATH-500
Humanity's Last Exam
12.0%26.6%
SciCode
34.8%49.9%
IFBench
61.7%73.3%
TerminalBench
10.6%52.3%
Apriel-v1.5-15B-Thinker4 wins
7 winsGPT-5.4 mini (xhigh)

Frequently Asked Questions

Which is cheaper, Apriel-v1.5-15B-Thinker or GPT-5.4 mini (xhigh)?

Apriel-v1.5-15B-Thinker is cheaper overall. Its blended price (3:1 input/output ratio) is $0.00/M tokens vs $1.69/M for GPT-5.4 mini (xhigh).

Which model performs better on benchmarks?

GPT-5.4 mini (xhigh) wins 7 out of 12 benchmarks compared to 4 for Apriel-v1.5-15B-Thinker. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

GPT-5.4 mini (xhigh) generates tokens faster at 219 tok/s vs 145 tok/s. Apriel-v1.5-15B-Thinker also has lower time-to-first-token (0.19s vs 3.82s).

When should I use Apriel-v1.5-15B-Thinker vs GPT-5.4 mini (xhigh)?

Choose based on your priorities: Apriel-v1.5-15B-Thinker for lower cost, GPT-5.4 mini (xhigh) for stronger benchmark performance, and GPT-5.4 mini (xhigh) for faster generation. For latency-sensitive apps, check the TTFT comparison above.