Compare/Ling-1T vs GPT-5.4 mini (Non-Reasoning)

Ling-1TvsGPT-5.4 mini (Non-Reasoning)

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

InclusionAI

Ling-1T

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

GPT-5.4 mini (Non-Reasoning)

Input
$0.75/M
Output
$4.5/M
Speed
202 tok/s
TTFT
0.45s

Winner by Category

Cheaper
Ling-1T
Faster (tok/s)
GPT-5.4 mini (Non-Reasoning)
Lower Latency
Ling-1T
Benchmarks (6-5)
Ling-1T

Pricing Comparison

MetricLing-1TGPT-5.4 mini (Non-Reasoning)
Input ($/M tokens)$0$0.75
Output ($/M tokens)$0$4.5
Cost for 1M input + 100K output tokens:
Ling-1T$0.00
GPT-5.4 mini (Non-Reasoning)$1.20

Speed Comparison

Output Speed (tokens/s) — higher is better
Ling-1T
GPT-5.4 mini (Non-Reasoning)
202 tok/s
Time to First Token (seconds) — lower is better
Ling-1T
GPT-5.4 mini (Non-Reasoning)
0.45s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
19.023.3
Coding Index
18.825.3
Math Index
71.3
GPQA Diamond
71.9%60.6%
MMLU-Pro
82.2%
LiveCodeBench
67.7%
AIME 2025
71.3%
MATH-500
Humanity's Last Exam
7.2%5.7%
SciCode
35.2%39.6%
IFBench
34.8%38.8%
TerminalBench
10.6%18.2%
Ling-1T6 wins
5 winsGPT-5.4 mini (Non-Reasoning)

Frequently Asked Questions

Which is cheaper, Ling-1T or GPT-5.4 mini (Non-Reasoning)?

Ling-1T 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 (Non-Reasoning).

Which model performs better on benchmarks?

Ling-1T wins 6 out of 12 benchmarks compared to 5 for GPT-5.4 mini (Non-Reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

GPT-5.4 mini (Non-Reasoning) generates tokens faster at 202 tok/s vs 0 tok/s. Ling-1T also has lower time-to-first-token (0.00s vs 0.45s).

When should I use Ling-1T vs GPT-5.4 mini (Non-Reasoning)?

Choose based on your priorities: Ling-1T for lower cost, Ling-1T for stronger benchmark performance, and GPT-5.4 mini (Non-Reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.