Compare / head-to-head
GPT-6.1 Solvs
Qwen3-VL 235B-A22B Thinking
GPT-6.1 Sol leads 2 of 2 shared benchmarks. Qwen3-VL 235B-A22B Thinking is 2.7x cheaper per token. GPT-6.1 Sol has the larger context window (1.1M tokens).
Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.
Shared benchmarks
2 – 0
GPT-6.1 Sol leads
Cheaper per token
Qwen3-VL 235B-A22B Thinking
2.7x cheaper, input + output
Larger context
GPT-6.1 Sol
1.1M tokens
Providers
2 providers
OpenAI · Qwen
GPT-6.1 Sol
OpenAI · released 2026-09-29
textvision
Qwen3-VL 235B-A22B Thinking
Qwen · released 2025-09-23
textvisionvideo
Quality
Benchmark matrix
2 shared · 22 only GPT-6.1 Sol · 15 only Qwen3-VL 235B-A22B Thinking| Benchmark | GPT-6.1 Sol | Qwen3-VL 235B-A22B Thinking | Δ | Edge |
|---|---|---|---|---|
| Reported by both · 2 | ||||
| LMArena Elo | 1483.2 ↗ | 1395 ↗ | +88.2 | GPT-6.1 Sol |
| LMArena Vision (LMArena) | 1290.6 ↗ | 1188 ↗ | +102.6 | GPT-6.1 Sol |
| Only GPT-6.1 Sol reports · 22 | ||||
| GPQA Diamond | 95.4% ↗epoch run | not reported | — | — |
| APEX-Agents (Mercor) | 60% ↗ | not reported | — | — |
| Chess Puzzles (Epoch AI run) | 61% ↗epoch run | not reported | — | — |
| EBR-bench (Epoch AI run) | 54.3% ↗epoch run | not reported | — | — |
| FrontierMath Tier 4 v2 (Epoch AI run) | 100% ↗epoch run | not reported | — | — |
| FrontierMath Tiers 1-3 v2 (Epoch AI run) | 93.7% ↗epoch run | not reported | — | — |
| Furniture Assembly (Epoch AI run) | 80% ↗epoch run | not reported | — | — |
| LiveBench Agentic Coding (LiveBench) | 56.8% ↗ | not reported | — | — |
| LiveBench Coding (LiveBench) | 80.7% ↗ | not reported | — | — |
| LiveBench Data Analysis (LiveBench) | 82.7% ↗ | not reported | — | — |
| LiveBench Instruction Following (LiveBench) | 74.2% ↗ | not reported | — | — |
| LiveBench Language (LiveBench) | 90.1% ↗ | not reported | — | — |
| LiveBench Mathematics (LiveBench) | 96.8% ↗ | not reported | — | — |
| LiveBench Reasoning (LiveBench) | 92.6% ↗ | not reported | — | — |
| LMArena Agent (LMArena) | 0.1123 ↗ | not reported | — | — |
| LMArena WebDev (LMArena) | 1757.8 ↗ | not reported | — | — |
| Mystery Game Puzzles (Epoch AI run) | 80% ↗epoch run | not reported | — | — |
| OTIS Mock AIME 2024-2025 (Epoch AI run) | 100% ↗epoch run | not reported | — | — |
| SAGE (Vals AI) | 46.5% ↗ | not reported | — | — |
| SimpleBench (SimpleBench) | 82.9% ↗ | not reported | — | — |
| SimpleQA Verified | 73.9% ↗epoch run | not reported | — | — |
| Terminal-Bench 4.0 (Vals AI) | 55.1% ↗ | not reported | — | — |
| Only Qwen3-VL 235B-A22B Thinking reports · 15 | ||||
| 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% ↗ | — | — |
| 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-6.1 Sol 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-6.1 Sol | Qwen3-VL 235B-A22B Thinking | Edge |
|---|---|---|---|
| Context window | 1.1M tokens | 256K tokens | GPT-6.1 Sol |
| Max output | 128K tokens | — | — |
| Input price / 1M | $2 ↗ | $0.4 ↗ | Qwen3-VL 235B-A22B Thinking |
| Output price / 1M | $10 ↗ | $4 ↗ | Qwen3-VL 235B-A22B Thinking |
| Cached input / 1M | $0.1 ↗ | — | — |
| Input + output / 1M Lower is cheaper. List prices; batch, tool and regional fees excluded. | $12 | $4.4 | Qwen3-VL 235B-A22B Thinking |
| Modalities | text · vision | text · vision · video | Qwen3-VL 235B-A22B Thinking |
| Released | 2026-09-29 | 2025-09-23 | — |
| Cited benchmark scores | 24 | 17 | — |
Reliability
Provider status
Live from /statusMore matchups
GPT-6.1 Sol vs …
Models sharing the most benchmarksMore matchups
Qwen3-VL 235B-A22B Thinking vs …
Models sharing the most benchmarksBuilt by Respan
Which one wins on your data?
Public benchmarks are a starting point. Run GPT-6.1 Sol and Qwen3-VL 235B-A22B Thinking on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.