Pairwise benchmark snapshot · Aug 1, 2026
In this head-to-head showdown, Qwen 3 Max delivers higher overall intelligence and human-preferred responses (Elo 1,518 vs 1,370), while Qwen 3 Max leads in SWE-bench software engineering benchmarks (67.8%), while Llama 3.1 405B is more budget-friendly at $3.5/1M per 1M output tokens, while Qwen 3 Max provides faster response streaming (80 tok/s). 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
Meta flagship open-weight 405B dense foundation model with 128k context window.
Alibaba flagship. Strong math and multilingual code.
Δ 148 Arena Elo pts
80 tok/s
$3.5 / 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 | Llama 3.1 405B | Qwen 3 Max | Advantage Delta |
|---|---|---|---|
| Preference Elo | +148 | ||
| Coding Elo | +141 | ||
| LiveBench | +8.2% | ||
| SWE-bench | +9.4% | ||
| GPQA Diamond | +7.9% | ||
| Time to first token | +80 ms | ||
| Output speed | 42 tok/s | 80 tok/s | +38 tok/s |
| Input price | $1.25/1M | $1.2/1M | +$0.05/1M |
| Output price | $3.5/1M | $4.8/1M | +$1.3/1M |
| Context window | +134k |
Simulate monthly production API costs in USD (US Dollar).
Llama 3.1 405B is estimated to save $17.75/month ($213/year).
Higher SWE-bench (67.8%).
Lower output list price ($3.5/1M).
Lower TTFT (280 ms).
Larger window (262k).
Qwen 3 Max is the side marked multimodal in the catalog.
| Target Workload | Recommended Pick | Evaluation Rationale |
|---|---|---|
| Repo / coding agents | Qwen 3 Max | Higher SWE-bench (67.8%). |
| High-volume chat | Llama 3.1 405B | Lower output list price ($3.5/1M). |
| Voice / low-latency UI | Qwen 3 Max | Lower TTFT (280 ms). |
| Long-document RAG | Qwen 3 Max | Larger window (262k). |
| Screenshots / vision | Qwen 3 Max | Qwen 3 Max is the side marked multimodal in the catalog. |
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.
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