Pairwise benchmark snapshot · Aug 16, 2026
In this head-to-head showdown, Qwen 3 Max delivers higher overall intelligence and human-preferred responses (Elo 1,518 vs 1,466), while Qwen 3 Max leads in SWE-bench software engineering benchmarks (67.8%), while GPT-5.6 Luna is more budget-friendly at $1.2/1M per 1M output tokens. Review the complete breakdown below to determine which model best fits your performance and budget requirements.
10 direct benchmark disciplines evaluated across capability, speed, and cost
OpenAI 5.6 fast/cheap tier. Official API $0.20/$1.20 per 1M after the Jul 30 80% Luna cut.
Alibaba flagship. Strong math and multilingual code.
Currently comparing GPT-5.6 Luna vs Qwen 3 Max. Alternative family tiers available.
Δ 52 Arena Elo pts
188 tok/s
$1.2 / 1M output
Relative percentile scores computed across all active models in the benchmark catalog.
Comparing top Western standard models with China's leading frontier rival across 6 skill dimensions. Tap any spoke or dot to inspect.
Category wins across reasoning intelligence, generation speed, and token cost.
Preference Elo, Coding proficiency, SWE-bench & LiveBench accuracy
Generation throughput and time to first token responsiveness
Cost per million tokens and max context window length
| Benchmark | GPT-5.6 Luna | Qwen 3 Max | Advantage Delta |
|---|---|---|---|
| Preference Elo | +52 | ||
| Coding Elo | +68 | ||
| LiveBench | +5.2% | ||
| SWE-bench | +6% | ||
| GPQA Diamond | +7.7% | ||
| Time to first token | +192 ms | ||
| Output speed | 188 tok/s | 80 tok/s | +108 tok/s |
| Input price | $1.2/1M | +$1/1M | |
| Output price | $4.8/1M | +$3.6/1M | |
| Context window | +738k |
Simulate monthly production API costs in USD (US Dollar).
GPT-5.6 Luna is estimated to save $89.00/month ($1,068/year).
Higher SWE-bench (67.8%).
Lower output list price ($1.2/1M).
Lower TTFT (88 ms).
Larger window (1M).
Both accept images. Defaulting to the higher-Elo side (Qwen 3 Max).
| Target Workload | Recommended Pick | Evaluation Rationale |
|---|---|---|
| Repo / coding agents | Qwen 3 Max | Higher SWE-bench (67.8%). |
| High-volume chat | GPT-5.6 Luna | Lower output list price ($1.2/1M). |
| Voice / low-latency UI | GPT-5.6 Luna | Lower TTFT (88 ms). |
| Long-document RAG | GPT-5.6 Luna | Larger window (1M). |
| Screenshots / vision | Qwen 3 Max | Both accept images. Defaulting to the higher-Elo side (Qwen 3 Max). |
Luna is the OpenAI fast/cheap 5.6 SKU after Jul 30. It is not Sol. Sort by price and TTFT, not Elo.
Closed flagship. Strong math. Compare to Sol and Opus on GPQA and SWE-bench, not on brand heat.
Sep 2025 open-weight mixture-of-experts. Self-host path. Don’t confuse it with Qwen 3 Max.
High-volume agents that cannot pay Sol. Compare to Luna before you assume the new cheap SKU wins.
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Verified Head-to-Head Telemetry
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