Compare/GPT-5.6 Luna (Non-reasoning) vs Qwen3 Next 80B A3B (Reasoning)

GPT-5.6 Luna (Non-reasoning)vsQwen3 Next 80B A3B (Reasoning)

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

OpenAI

GPT-5.6 Luna (Non-reasoning)

Input
$1/M
Output
$6/M
Speed
219 tok/s
TTFT
0.63s
Alibaba

Qwen3 Next 80B A3B (Reasoning)

Input
$0.5/M
Output
$6/M
Speed
168 tok/s
TTFT
1.23s

Winner by Category

Cheaper
Qwen3 Next 80B A3B (Reasoning)
Faster (tok/s)
GPT-5.6 Luna (Non-reasoning)
Lower Latency
GPT-5.6 Luna (Non-reasoning)
Benchmarks (3-8)
Qwen3 Next 80B A3B (Reasoning)

Pricing Comparison

MetricGPT-5.6 Luna (Non-reasoning)Qwen3 Next 80B A3B (Reasoning)
Input ($/M tokens)$1$0.5
Output ($/M tokens)$6$6
Cost for 1M input + 100K output tokens:
GPT-5.6 Luna (Non-reasoning)$1.60
Qwen3 Next 80B A3B (Reasoning)$1.10

Speed Comparison

Output Speed (tokens/s) — higher is better
GPT-5.6 Luna (Non-reasoning)
219 tok/s
Qwen3 Next 80B A3B (Reasoning)
168 tok/s
Time to First Token (seconds) — lower is better
GPT-5.6 Luna (Non-reasoning)
0.63s
Qwen3 Next 80B A3B (Reasoning)
1.23s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
26.616.7
Coding Index
39.317.4
Math Index
84.3
GPQA Diamond
64.5%75.9%
MMLU-Pro
82.4%
LiveCodeBench
78.4%
AIME 2025
84.3%
MATH-500
Humanity's Last Exam
6.7%11.7%
SciCode
39.9%38.8%
IFBench
60.7%
TerminalBench
9.8%
GPT-5.6 Luna (Non-reasoning)3 wins
8 winsQwen3 Next 80B A3B (Reasoning)

Frequently Asked Questions

Which is cheaper, GPT-5.6 Luna (Non-reasoning) or Qwen3 Next 80B A3B (Reasoning)?

Qwen3 Next 80B A3B (Reasoning) is cheaper overall. Its blended price (3:1 input/output ratio) is $1.88/M tokens vs $2.25/M for GPT-5.6 Luna (Non-reasoning).

Which model performs better on benchmarks?

Qwen3 Next 80B A3B (Reasoning) wins 8 out of 12 benchmarks compared to 3 for GPT-5.6 Luna (Non-reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

GPT-5.6 Luna (Non-reasoning) generates tokens faster at 219 tok/s vs 168 tok/s. GPT-5.6 Luna (Non-reasoning) also has lower time-to-first-token (0.63s vs 1.23s).

When should I use GPT-5.6 Luna (Non-reasoning) vs Qwen3 Next 80B A3B (Reasoning)?

Choose based on your priorities: Qwen3 Next 80B A3B (Reasoning) for lower cost, Qwen3 Next 80B A3B (Reasoning) for stronger benchmark performance, and GPT-5.6 Luna (Non-reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.