Qwen
·Released on Sep 23, 2025

Qwen3 VL 235B A22B Instruct API Benchmarks, Pricing & Provider Data

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Qwen3 VL 235B A22B Instruct benchmark, API pricing, and provider data cover 51 API providers, with prices starting at $0.021/M. Qwen3 VL 235B A22B Instruct free API options are available from 1 provider.

Qwen3-VL-235B-A22B Instruct is an open-weight multimodal model that unifies strong text generation with visual understanding across images and video. The Instruct model targets general vision-language...

Cost
#72of 180
$0.021/ 1M · 8:1 in:out
$0.0033 in · $0.017 out

Category Performance

Observed-capability estimates with uncertainty reported separately from independent benchmark families.

Coverage
3 / 8
Methodology
V3.0
Category PerformanceObserved-capability estimates with uncertainty reported separately from independent benchmark families.Agents-Coding49.4Reasoning50.1Knowledge-Math49.5Multilingual-Multimodal-Instruction following-
#1Reasoning50.1Estimated2/4 Measured dimensions
80% interval: 38.961.2
abstract logicPrior only
scientific causal46.6
gpqa · gpqa / hle · hle
multistep constraints53.5
mmlu_pro · mmlu_pro
evidence verificationPrior only
#2Math49.5Provisional1/4 Measured dimensions
80% interval: 33.465.6
foundational math49.5
aa_math_index · artificial_analysis_math_index
competition mathPrior only
proof frontierPrior only
applied tool mathPrior only
#3Coding49.4Provisional1/4 Measured dimensions
80% interval: 35.563.4
code generation49.4
livecodebench · livecodebench / scicode · scicode
repository engineeringPrior only
debugging testingPrior only
tooling qualityPrior only
No data:AgentsKnowledgeMultilingualMultimodalInstruction following

Specifications

Input and output token limits for this model, plus how it ranks on long-context understanding.

INPUT
262.1Ktokens
314.6 pages of text
OUTPUT
32.8Ktokens
8K128K1M4M
262.1K

Features

Technical Details

Input
Output
Total parameters
235B
Active parameters
22B
Released
Sep 2025
Knowledge cutoff
2025-03-31
Tokenizer
Qwen3
Architecture
text+image->text
Moderated
No
Supported parameters
frequency_penaltylogit_biaslogprobsmax_tokensmin_ppresence_penaltyrepetition_penaltyresponse_formatseedstopstructured_outputstemperaturetool_choicetoolstop_ktop_logprobstop_p

Rankings

Excels at

Detailed scores

Updated: Aug 23, 2026

Pricing

undefined metric} other undefined metrics}}

Input price$0.400/M#72 / 180Output price$1.60/M#65 / 180
Input price
LMSpeed rank#72
Score$0.400/M
UpdatedAug 23, 2026
Confidence4
Output price
LMSpeed rank#65
Score$1.60/M
UpdatedAug 23, 2026
Confidence4

Agents

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Planning & decompositionPrior only
Tool usePrior only
Environment & long-horizon executionPrior only
Recovery & completion reliabilityPrior only

Coding

V3.0

undefined metric} other undefined metrics}} · Provisional

Score49.480% interval35.5–63.41/4 Measured dimensionsLiveCodeBench59.4%#43 / 115SciCode35.9%#122 / 204
Dimensions and evidence
Code generation49.4
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
livecodebench · livecodebench · z 0.29 · q 1.00
scicode · scicode · z -0.21 · q 1.00
Repository engineeringPrior only
Debugging & testingPrior only
Tool-assisted development & qualityPrior only
LiveCodeBenchV3 evidence
LMSpeed rank#43
Score59.4%
UpdatedAug 23, 2026
Confidence4
SciCodeV3 evidence
LMSpeed rank#122
Score35.9%
UpdatedAug 23, 2026
Confidence4

Reasoning

V3.0

undefined metric} other undefined metrics}} · Estimated

Score50.180% interval38.9–61.22/4 Measured dimensionsMMLU-Pro82.3%#49 / 129GPQA71.2%#132 / 211
Dimensions and evidence
Abstract logicPrior only
Scientific & causal reasoning46.6
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
gpqa · gpqa · z -0.28 · q 1.00
hle · hle · z -0.54 · q 1.00
Multi-step constraints53.5
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
mmlu_pro · mmlu_pro · z 0.27 · q 1.00
Evidence integration & verificationPrior only
MMLU-ProV3 evidence
LMSpeed rank#49
Score82.3%
UpdatedAug 23, 2026
Confidence4
GPQAV3 evidence
LMSpeed rank#132
Score71.2%
UpdatedAug 23, 2026
Confidence4
HLEV3 evidence
LMSpeed rank#140
Score6.6%
UpdatedAug 23, 2026
Confidence4

Knowledge

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Broad knowledgePrior only
Professional knowledgePrior only
FactualityPrior only
Retrieval & open-book usePrior only

Math

V3.0

undefined metric} other undefined metrics}} · Provisional

Score49.580% interval33.4–65.61/4 Measured dimensions
Dimensions and evidence
Foundational math49.5
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
aa_math_index · artificial_analysis_math_index · z 0.34 · q 1.00
Competition mathPrior only
Advanced proofsPrior only
Applied & tool-assisted mathPrior only

Multilingual

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Cross-language understandingPrior only
Multilingual generationPrior only
Reasoning transferPrior only
Low-resource robustnessPrior only

Multimodal

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Perception & OCRPrior only
Document & spatial understandingPrior only
Visual reasoningPrior only
Video & grounded actionPrior only

Instruction following

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Constraint followingPrior only
Structured outputPrior only
Novel-instruction generalizationPrior only
Multi-turn & long instructionsPrior only

OpenRouter endpoints

5 endpoints

Third-party OpenRouter endpoint data, shown separately from LMSpeed measurements. Some 30-minute live performance fields only appear after syncing with an OpenRouter API key.

Provider endpointInputOutput1d uptime30m latency30m throughputContext / output
Alibaba
alibaba
$0.260/M$1.04/M99.9%undefined tokens / undefined tokens
Parasail
parasail/fp8
$0.210/M$1.90/M99.4%undefined tokens / undefined tokens
DeepInfra
deepinfra/fp8
$0.200/M$0.880/M97.7%undefined tokens / undefined tokens
Venice
venice/fp8
$0.210/M$1.90/M79.4%undefined tokens / undefined tokens
Novita
novita/bf16
$0.300/M$1.50/M75.3%undefined tokens / undefined tokens

Pricing Comparison

Compare Qwen3 VL 235B A22B Instruct API pricing across 50 providers. Prices range from $0.021/M to $2.55/M. Zero API offers the lowest rate at $0.021/M. 1 provider offers free API credits or a free tier.

ProviderHealthModel VariantGroupInput ($/M)Output ($/M)Speed (t/s)First tokenAudit
L1
100%
qwen3-vl-235b-a22b-instruct
default
-32%$0.274/M
-32%$1.10/M
L1
99%
qwen3-vl-235b-a22b-instruct
default
-32%$0.274/M
-32%$1.10/M
L1
99%
qwen3-vl-235b-a22b-instruct
default
-36%$0.255/M
-36%$1.02/M
L1
99%
qwen3-vl-235b-a22b-instruct
default
-95%$0.021/M
-94%$0.103/M
L1
99%
qwen3-vl-235b-a22b-instruct
default
-36%$0.255/M
-36%$1.02/M
L1
94%
qwen3-vl-235b-a22b-instruct
default
-28%$0.288/M
$2.88/M
L1
96%
qwen3-vl-235b-a22b-instruct
default
$0.548/M
$2.19/M
L1
100%
qwen3-vl-235b-a22b-instruct
default
-66%$0.137/M
-66%$0.548/M
L1
100%
qwen3-vl-235b-a22b-instruct
vip
$2.00/M
$8.00/M

Alternatives & Similar Models

Frequently Asked Questions

What benchmark data does Qwen3 VL 235B A22B Instruct include?
LMSpeed shows Qwen3 VL 235B A22B Instruct benchmark context, API price, output speed, first-token latency, and provider data across 51 providers when those signals are available.
What is the Qwen3 VL 235B A22B Instruct API price?
Qwen3 VL 235B A22B Instruct has pricing from 51 providers, ranging from $0.021/M to $2.55/M. Zero API has the lowest listed price.
What does the Qwen3 VL 235B A22B Instruct API pricing table include?
The Qwen3 VL 235B A22B Instruct API pricing table compares 51 providers by input price, output price, free tier status, speed, first-token latency, and recent health data when available.
Which provider has the cheapest Qwen3 VL 235B A22B Instruct API pricing?
Zero API currently has the lowest listed Qwen3 VL 235B A22B Instruct price at $0.021/M across 51 providers.
Is Qwen3 VL 235B A22B Instruct API free?
Yes, Qwen3 VL 235B A22B Instruct free API options are available through 1 providerundefined other undefined} on LMSpeed, including Zero API. These providers offer free API credits or a free tier with no per-token charges.
Where can I get Qwen3 VL 235B A22B Instruct free API access?
LMSpeed currently lists 1 free API providerundefined other undefined} for Qwen3 VL 235B A22B Instruct: Zero API. Check each provider row before using it because free tier limits can change.

Also known as

qwen/Qwen3-VL-235B-A22B-Instructqwen/qwen3-vl-235b-a22b-instructqwen3-vl-235b-a22b-instruct

Rankings are based on community-submitted tests and periodic health probes. Advisory only, not official data.Artificial AnalysisStandard benchmark data may include BenchLM and other public sources.

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