Side-by-side comparison of pricing, 12 benchmarks, and generation speed.
| Metric | Ling-mini-2.0 | GPT-5.4 nano (xhigh) |
|---|---|---|
| Input ($/M tokens) | $0 | $0.2 |
| Output ($/M tokens) | $0 | $1.25 |
Data from Artificial Analysis API — 12 benchmarks
Ling-mini-2.0 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).
GPT-5.4 nano (xhigh) wins 7 out of 12 benchmarks compared to 4 for Ling-mini-2.0. See the detailed benchmark chart above for per-category results.
GPT-5.4 nano (xhigh) generates tokens faster at 206 tok/s vs 0 tok/s. Ling-mini-2.0 also has lower time-to-first-token (0.00s vs 2.52s).
Choose based on your priorities: Ling-mini-2.0 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.