Compare / head-to-head
GPT-6 Lunavs
Qwen3-VL 235B-A22B Thinking
GPT-6 Luna leads 1 of 1 shared benchmark. GPT-6 Luna is 7.3x cheaper per token. GPT-6 Luna has the larger context window (1.1M tokens).
Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.
Shared benchmarks
1 – 0
GPT-6 Luna leads
Cheaper per token
GPT-6 Luna
7.3x cheaper, input + output
Larger context
GPT-6 Luna
1.1M tokens
Providers
2 providers
OpenAI · Qwen
GPT-6 Luna
OpenAI · released 2026-09-22
textvision
Qwen3-VL 235B-A22B Thinking
Qwen · released 2025-09-23
textvisionvideo
Quality
Benchmark matrix
1 shared · 21 only GPT-6 Luna · 16 only Qwen3-VL 235B-A22B Thinking| Benchmark | GPT-6 Luna | Qwen3-VL 235B-A22B Thinking | Δ | Edge |
|---|---|---|---|---|
| Reported by both · 1 | ||||
| LMArena Elo | 1442.9 ↗ | 1395 ↗ | +47.9 | GPT-6 Luna |
| Only GPT-6 Luna reports · 21 | ||||
| GPQA Diamond | 90.5% ↗epoch run | not reported | — | — |
| APEX-Agents (Mercor) | 44.3% ↗ | not reported | — | — |
| Chess Puzzles (Epoch AI run) | 31% ↗epoch run | not reported | — | — |
| DeepSWE v1.1 | 66.6% ↗ | not reported | — | — |
| FrontierMath Tier 4 v2 (Epoch AI run) | 56.1% ↗epoch run | not reported | — | — |
| FrontierMath Tiers 1-3 v2 (Epoch AI run) | 78.9% ↗epoch run | not reported | — | — |
| Furniture Assembly (Epoch AI run) | 44.2% ↗epoch run | not reported | — | — |
| LiveBench Agentic Coding (LiveBench) | 51.2% ↗ | not reported | — | — |
| LiveBench Coding (LiveBench) | 79% ↗ | not reported | — | — |
| LiveBench Data Analysis (LiveBench) | 73.4% ↗ | not reported | — | — |
| LiveBench Instruction Following (LiveBench) | 55.9% ↗ | not reported | — | — |
| LiveBench Language (LiveBench) | 73.8% ↗ | not reported | — | — |
| LiveBench Mathematics (LiveBench) | 89.1% ↗ | not reported | — | — |
| LiveBench Reasoning (LiveBench) | 81.8% ↗ | not reported | — | — |
| LMArena Agent (LMArena) | 0.0135 ↗ | not reported | — | — |
| LMArena WebDev (LMArena) | 1578.7 ↗ | not reported | — | — |
| Mystery Game Puzzles (Epoch AI run) | 7% ↗epoch run | not reported | — | — |
| OTIS Mock AIME 2024-2025 (Epoch AI run) | 98.9% ↗epoch run | not reported | — | — |
| SAGE (Vals AI) | 48.1% ↗ | not reported | — | — |
| SimpleQA Verified | 41.4% ↗epoch run | not reported | — | — |
| Terminal-Bench 4.0 (Vals AI) | 13.6% ↗ | not reported | — | — |
| Only Qwen3-VL 235B-A22B Thinking reports · 16 | ||||
| MMLU-Pro | not reported | 83.8% ↗ | — | — |
| AIME25 | not reported | 89.7% ↗ | — | — |
| BFCL | not reported | 71.9% ↗ | — | — |
| HLE | not reported | 13.6% ↗ | — | — |
| HMMT25 | not reported | 77.4% ↗ | — | — |
| IFEval | not reported | 88.2% ↗ | — | — |
| LCB v6 | not reported | 70.1% ↗ | — | — |
| LMArena Vision (LMArena) | not reported | 1188 ↗ | — | — |
| MathVista (mini) | not reported | 85.8% ↗ | — | — |
| MMLU-Redux | not reported | 93.7% ↗ | — | — |
| MMMU (val) | not reported | 80.6% ↗ | — | — |
| MMMU_Pro | not reported | 69.3% ↗ | — | — |
| OSWorld | not reported | 38.1% ↗ | — | — |
| SimpleQA | not reported | 44.4% ↗ | — | — |
| SuperGPQA | not reported | 64.3% ↗ | — | — |
| VideoMME (w/o sub) | not reported | 79% ↗ | — | — |
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is GPT-6 Luna minus Qwen3-VL 235B-A22B Thinking in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing
Side by side
Official pricing pages and model cards| Spec | GPT-6 Luna | Qwen3-VL 235B-A22B Thinking | Edge |
|---|---|---|---|
| Context window | 1.1M tokens | 256K tokens | GPT-6 Luna |
| Max output | 128K tokens | — | — |
| Input price / 1M | $0.1 ↗ | $0.4 ↗ | GPT-6 Luna |
| Output price / 1M | $0.5 ↗ | $4 ↗ | GPT-6 Luna |
| Cached input / 1M | $0.01 ↗ | — | — |
| Input + output / 1M Lower is cheaper. List prices; batch, tool and regional fees excluded. | $0.6 | $4.4 | GPT-6 Luna |
| Modalities | text · vision | text · vision · video | Qwen3-VL 235B-A22B Thinking |
| Released | 2026-09-22 | 2025-09-23 | — |
| Cited benchmark scores | 22 | 17 | — |
Reliability
Provider status
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Which one wins on your data?
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