Qwen: Qwen3 VL 235B A22B Thinking
qwen/qwen3-vl-235b-a22b-thinking
Cheapest provider
$0.26 / 1M
Alibaba
Fastest provider (p95)
42 tok/s
Novita
Intelligence (estimated)
71.0
Family + generation + popularity + price tier
Per-provider performance
Latency / throughput / uptime / price measured across providers over the last 30 minutes of live traffic. This is what proves “sourced cheapest” — Atlas mode draws on these per call to serve the cheapest path that holds quality.
| Provider | Quant | Input $/1M | Output $/1M | Latency p50 / p95 | Throughput p50 / p95 | Uptime 30m | Success |
|---|---|---|---|---|---|---|---|
| Alibaba | undisclosed | $0.2600 | $2.6000 | 3621ms / 10414ms | 30 / 41 tok/s | 94.12% | 95.9% |
| Novita | full· bf16 | $0.9800 | $3.9500 | 1092ms / 4968ms | 33 / 42 tok/s | — | 100.0% |
“—” means live telemetry hasn’t accumulated enough recent traffic for that endpoint. “undisclosed” means the provider serves the model but doesn’t expose the quantization label (typically running fp8 / int8 internally).
Intelligence estimate
No public benchmark numbers indexed for this model yet, so the leaderboard score is derived from the catalogue data we sync: model family standing, generation, and live usage rank — applied identically to open- and closed-weight models. The heuristic ceiling sits below confirmed-benchmark frontier models so curated rankings stay clearly on top.
- ·qwen lg family base
Want a curated score? File a benchmark report and we’ll add it to the next sync.
How Atlas mode sources Qwen: Qwen3 VL 235B A22B Thinking
- Strict mode — pin Qwen: Qwen3 VL 235B A22B Thinking exactly and we pass it straight through, sourced from the cheapest provider above. The same model, no substitutions — currently Alibaba at $0.26/1M.
- Atlas mode — the default. Each call is auto-optimized for the cheapest path that holds quality, at least 5% off going direct from call one and climbing as it ramps. You always see which model served the call and exactly what you saved — thumbs-down anything you don’t like for a full refund.