Qwen3 VL 235B A22B Instruct
Qwen3 VL 235B A22B Instruct is worth evaluating for rag, agents, and long context when its provider route and context window match the workload.
Use it for
- Teams evaluating rag, agents, and long context
- Workloads that can use a 256k context window
- Buyers comparing 2 tracked provider routes
Do not use it for
- Workloads where another current model has stronger sourced task evidence
- Family
- Qwen3-VL
- Released
- 2025-09-18
- Context
- 256k
- Parameters
- 235B
- Architecture
- moe
- Specialization
- general
- Openness
- Open source
- License
- Apache 2.0(OSI)Commercial use allowed
- Training
- pretrained
Cheapest of 2 routes · Novita AI
About
Qwen3-VL-235B-A22B-Instruct is Alibaba's open-weight flagship multimodal MoE model combining strong text generation with visual understanding, supporting 256K context.
Qwen3 VL 235B A22B Instruct is an open-source model in the Qwen3-VL family. The structured metadata tracks a 256k-token context window, multimodal input, function calling, tool use, and structured outputs. This page tracks provider routes through Vercel AI Gateway and Novita AI, with the cheapest tracked route listed at $0.3 input and $1.5 output per 1M tokens. Headline tracked benchmarks include MMMU Pro 68.1.
Top use-case fit: coding, agents, and build tasks
RAG
Included by capability and metadata signals in the decision map.
Agents
Included by capability and metadata signals in the decision map.
Long context
Included by capability and metadata signals in the decision map.
Provider price ladder
Compare all 2Compare API pricing across 2 providers for input and output tokens, batch, and cached reads when available.
| Provider | Input / 1M | Output / 1M | Route |
|---|---|---|---|
| Novita AI | $0.300 | $1.50 | Serverless |
| Vercel AI Gateway | $0.400 | $1.60 | Serverless |
Capabilities
Benchmark peer barsfor RAG
No task-mapped benchmark peers are available for this model yet.
Benchmark scores(1)
| Benchmark | Score | Version | Source |
|---|---|---|---|
| MMMU Pro | 68.1 | LLM-Stats aggregator, instruct-only mode | https://llm-stats.com/benchmarks/mmmu-pro |
Migration checks
No linked migration route is available for this model yet.
Cheapest of 2 routes · Novita AI