Qwen
·Released on Feb 25, 2026

Qwen3.5-122B-A10B API Benchmarks, Pricing & Provider Data

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Qwen3.5-122B-A10B benchmark, API pricing, and provider data cover 31 API providers, with prices starting at $0.044/M. Qwen3.5-122B-A10B free API options are available from 1 provider.

The Qwen3.5 122B-A10B native vision-language model is built on a hybrid architecture that integrates a linear attention mechanism with a sparse mixture-of-experts model, achieving higher inference eff...

Quality
#61of 100
54.0
LMSpeed score
Cost
#72of 180
$0.044/ 1M · 8:1 in:out
$0.0070 in · $0.037 out

Category Performance

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

Coverage
7 / 8
Methodology
V3.0
Category PerformanceObserved-capability estimates with uncertainty reported separately from independent benchmark families.Agents48Coding48.7Reasoning53.1Knowledge43.7Math-Multilingual45.4Multimodal47.7Instruction following54.2
#1Instruction following54.2Estimated2/4 Measured dimensions
80% interval: 42.366.1
constraint following53.9
ifeval · ifeval
structured outputPrior only
novel instruction generalization54.6
ifbench · aa_if_bench
long multiturn instructionPrior only
#2Reasoning53.1RatedGlobal rank #313/4 Measured dimensions
80% interval: 44.861.4
abstract logicPrior only
scientific causal52.7
critpt · critpt / gpqa · gpqa / hle · hle
multistep constraints58.1
mmlu_pro · mmlu_pro
evidence verification48.4
lcr · lcr / longbench · long_bench_v2
#3Coding48.7Estimated2/4 Measured dimensions
80% interval: 36.960.6
code generation53.7
scicode · scicode
repository engineeringPrior only
debugging testing43.7
swe_verified · swe_verified
tooling qualityPrior only
#4Agents48Estimated2/4 Measured dimensions
80% interval: 37.458.6
planningPrior only
tool use54.4
tau · tau2_bench
environment execution41.5
browsecomp · browse_comp / gdpval_aa · benchlm_agentic_gdpval_aa / osworld · os_world_verified / terminalbench · benchlm_agentic_terminal_bench2
recovery reliabilityPrior only
#5Multimodal47.7Estimated3/4 Measured dimensions
80% interval: 38.357.1
perception ocr50.9
v_star · v_star
document spatial45.6
charxiv · charxiv
visual reasoning46.6
mathvision · math_vision
video actionPrior only
#6Multilingual45.4Provisional1/4 Measured dimensions
80% interval: 29.061.9
cross language understandingPrior only
multilingual generationPrior only
reasoning transfer45.4
mmlu_prox · mmlu_pro_x
low resource robustnessPrior only
#7Knowledge43.7Provisional1/4 Measured dimensions
80% interval: 27.460.0
broad knowledgePrior only
professional knowledge43.7
supergpqa · super_gpqa
factualityPrior only
retrieval open bookPrior only
No data:Math

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
65.5Ktokens
8K128K1M4M
262.1K

Features

Technical Details

Input
Output
Total parameters
122B
Active parameters
10B
Released
Feb 2026
Tokenizer
Qwen3
Architecture
text+image+video->text
Moderated
No
Supported parameters
frequency_penaltyinclude_reasoninglogit_biaslogprobsmax_tokensmin_ppresence_penaltyreasoningrepetition_penaltyresponse_formatseedstopstructured_outputstemperaturetool_choicetoolstop_ktop_logprobstop_p

Rankings

Excels at

It's decent at

Falls behind in

Detailed scores

Updated: Aug 23, 2026

Overall

undefined metric} other undefined metrics}}

Overall score54.0#61 / 100
Overall score
LMSpeed rank#61
Score54.0
UpdatedAug 23, 2026
Confidence3

Speed & latency

undefined metric} other undefined metrics}}

Output speed149.7 tok/s#17 / 74Time to first token1.07 s#30 / 74
Output speed
LMSpeed rank#17
Score149.7 tok/s
UpdatedAug 23, 2026
Confidence4
Time to first token
LMSpeed rank#30
Score1.07 s
UpdatedAug 23, 2026
Confidence4

Pricing

undefined metric} other undefined metrics}}

Input price$0.400/M#72 / 180Output price$3.20/M#103 / 180
Input price
LMSpeed rank#72
Score$0.400/M
UpdatedAug 23, 2026
Confidence4
Output price
LMSpeed rank#103
Score$3.20/M
UpdatedAug 23, 2026
Confidence4

Agents

V3.0

undefined metric} other undefined metrics}} · Estimated

Score4880% interval37.4–58.62/4 Measured dimensionsAgentic score25.0#63 / 69Terminal-Bench 2.049.4#46 / 53
Dimensions and evidence
Planning & decompositionPrior only
Tool use54.4
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
tau · tau2_bench · z 0.47 · q 1.00
Environment & long-horizon execution41.5
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
browsecomp · browse_comp · z -1.16 · q 1.00
gdpval_aa · benchlm_agentic_gdpval_aa · z -0.54 · q 1.00
osworld · os_world_verified · z -1.23 · q 1.00
terminalbench · benchlm_agentic_terminal_bench2 · z -0.87 · q 1.00
Recovery & completion reliabilityPrior only
Agentic score
LMSpeed rank#63
Score25.0
UpdatedAug 23, 2026
Confidence3
Terminal-Bench 2.0V3 evidence
LMSpeed rank#46
Score49.4
UpdatedAug 23, 2026
Confidence3
BrowseCompV3 evidence
LMSpeed rank#25
Score63.8
UpdatedAug 23, 2026
Confidence3
OSWorld-VerifiedV3 evidence
LMSpeed rank#23
Score58.0
UpdatedAug 23, 2026
Confidence3
Τ²-bench resultsV3 evidence
LMSpeed rank#28
Score93.6
UpdatedAug 23, 2026
Confidence3
AA Agentic Index
LMSpeed rank#49
Score21.3
UpdatedAug 23, 2026
Confidence3
GDPval-AA
LMSpeed rank#47
Score24.4
UpdatedAug 23, 2026
Confidence3
GDPval-AAV3 evidence
LMSpeed rank#47
Score988.0
UpdatedAug 23, 2026
Confidence3

Coding

V3.0

undefined metric} other undefined metrics}} · Estimated

Score48.780% interval36.9–60.62/4 Measured dimensionsSciCode35.6%#125 / 204Coding score52.1#55 / 81
Dimensions and evidence
Code generation53.7
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
scicode · scicode · z 0.35 · q 1.00
Repository engineeringPrior only
Debugging & testing43.7
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
swe_verified · swe_verified · z -0.89 · q 1.00
Tool-assisted development & qualityPrior only
SciCodeV3 evidence
LMSpeed rank#125
Score35.6%
UpdatedAug 23, 2026
Confidence4
Coding score
LMSpeed rank#55
Score52.1
UpdatedAug 23, 2026
Confidence3
SWE-bench VerifiedV3 evidence
LMSpeed rank#41
Score72.0
UpdatedAug 23, 2026
Confidence3
AA Coding Index
LMSpeed rank#48
Score45.7
UpdatedAug 23, 2026
Confidence3
AA-SciCodeV3 evidence
LMSpeed rank#59
Score42.0
UpdatedAug 23, 2026
Confidence3

Reasoning

V3.0

undefined metric} other undefined metrics}} · Rated

Score53.1#3180% interval44.8–61.43/4 Measured dimensionsMMLU-Pro86.7%#15 / 129GPQA82.7%#77 / 211
Dimensions and evidence
Abstract logicPrior only
Scientific & causal reasoning52.7
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
critpt · critpt · z -0.64 · q 1.00
gpqa · gpqa · z 0.55 · q 1.00
hle · hle · z 0.48 · q 1.00
Multi-step constraints58.1
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
mmlu_pro · mmlu_pro · z 0.87 · q 1.00
Evidence integration & verification48.4
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
lcr · lcr · z 0.02 · q 1.00
longbench · long_bench_v2 · z -0.41 · q 1.00
MMLU-ProV3 evidence
LMSpeed rank#15
Score86.7%
UpdatedAug 23, 2026
Confidence3
GPQAV3 evidence
LMSpeed rank#77
Score82.7%
UpdatedAug 23, 2026
Confidence4
HLEV3 evidence
LMSpeed rank#91
Score15.9%
UpdatedAug 23, 2026
Confidence4
Reasoning score
LMSpeed rank#17
Score73.2
UpdatedAug 23, 2026
Confidence3
LongBench v2V3 evidence
LMSpeed rank#8
Score60.2
UpdatedAug 23, 2026
Confidence3
AA-LCRV3 evidence
LMSpeed rank#51
Score70.3
UpdatedAug 23, 2026
Confidence3
CritPtV3 evidence
LMSpeed rank#75
Score0.6
UpdatedAug 23, 2026
Confidence3

Knowledge

V3.0

undefined metric} other undefined metrics}} · Provisional

Score43.780% interval27.4–60.01/4 Measured dimensionsKnowledge score77.7#17 / 69SuperGPQA67.1#10 / 16
Dimensions and evidence
Broad knowledgePrior only
Professional knowledge43.7
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
supergpqa · super_gpqa · z -0.58 · q 1.00
FactualityPrior only
Retrieval & open-book usePrior only
Knowledge score
LMSpeed rank#17
Score77.7
UpdatedAug 23, 2026
Confidence3
SuperGPQAV3 evidence
LMSpeed rank#10
Score67.1
UpdatedAug 23, 2026
Confidence3
Artificial Analysis Intelligence Index
LMSpeed rank#67
Score32.9
UpdatedAug 23, 2026
Confidence3
AA-GPQA Diamond
LMSpeed rank#53
Score85.7
UpdatedAug 23, 2026
Confidence3
AA-HLE
LMSpeed rank#56
Score25.2
UpdatedAug 23, 2026
Confidence3
AA-Omniscience Accuracy
LMSpeed rank#71
Score24.4
UpdatedAug 23, 2026
Confidence3
AA-Omniscience Hallucination Rate
LMSpeed rank#27
Score87.1
UpdatedAug 23, 2026
Confidence3

Math

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Foundational mathPrior only
Competition mathPrior only
Advanced proofsPrior only
Applied & tool-assisted mathPrior only

Multilingual

V3.0

undefined metric} other undefined metrics}} · Provisional

Score45.480% interval29.0–61.91/4 Measured dimensionsMultilingual score36.8#8 / 11MMLU-ProX82.2#8 / 11
Dimensions and evidence
Cross-language understandingPrior only
Multilingual generationPrior only
Reasoning transfer45.4
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
mmlu_prox · mmlu_pro_x · z -0.41 · q 1.00
Low-resource robustnessPrior only
Multilingual score
LMSpeed rank#8
Score36.8
UpdatedAug 23, 2026
Confidence3
MMLU-ProXV3 evidence
LMSpeed rank#8
Score82.2
UpdatedAug 23, 2026
Confidence3

Multimodal

V3.0

undefined metric} other undefined metrics}} · Estimated

Score47.780% interval38.3–57.13/4 Measured dimensionsMultimodal Grounded score54.8#32 / 44MMMU83.9#2 / 7
Dimensions and evidence
Perception & OCR50.9
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
v_star · v_star · z -0.14 · q 1.00
Document & spatial understanding45.6
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
charxiv · charxiv · z -0.47 · q 1.00
Visual reasoning46.6
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
mathvision · math_vision · z -0.37 · q 1.00
Video & grounded actionPrior only
Multimodal Grounded score
LMSpeed rank#32
Score54.8
UpdatedAug 23, 2026
Confidence3
MMMU
LMSpeed rank#2
Score83.9
UpdatedAug 23, 2026
Confidence3
MMVU
LMSpeed rank#3
Score74.7
UpdatedAug 23, 2026
Confidence3
MathVisionV3 evidence
LMSpeed rank#9
Score86.2
UpdatedAug 23, 2026
Confidence3
CharXivV3 evidence
LMSpeed rank#25
Score77.2
UpdatedAug 23, 2026
Confidence3
V*V3 evidence
LMSpeed rank#7
Score93.2
UpdatedAug 23, 2026
Confidence3
AA-MMMU-Pro
LMSpeed rank#31
Score75.0
UpdatedAug 23, 2026
Confidence3

Instruction following

V3.0

undefined metric} other undefined metrics}} · Estimated

Score54.280% interval42.3–66.12/4 Measured dimensionsInstruction Following score89.6#11 / 25IFEval93.4#7 / 16
Dimensions and evidence
Constraint following53.9
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
ifeval · ifeval · z 0.32 · q 1.00
Structured outputPrior only
Novel-instruction generalization54.6
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
ifbench · aa_if_bench · z 0.33 · q 1.00
Multi-turn & long instructionsPrior only
Instruction Following score
LMSpeed rank#11
Score89.6
UpdatedAug 23, 2026
Confidence3
IFEvalV3 evidence
LMSpeed rank#7
Score93.4
UpdatedAug 23, 2026
Confidence3
AA-IFBenchV3 evidence
LMSpeed rank#16
Score75.7
UpdatedAug 23, 2026
Confidence3

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
DeepInfra
deepinfra/fp4
$0.290/M$2.40/M99.9%undefined tokens / undefined tokens
Novita
novita/bf16
$0.400/M$3.20/M99.4%undefined tokens / undefined tokens
AtlasCloud
atlas-cloud/fp8
$0.300/M$2.40/M99.0%undefined tokens / undefined tokens
SiliconFlow
siliconflow/fp8
$0.260/M$2.08/M98.7%undefined tokens / undefined tokens
Alibaba
alibaba
$0.260/M$2.08/M92.0%undefined tokens / undefined tokens

Pricing Comparison

Compare Qwen3.5-122B-A10B API pricing across 30 providers. Prices range from $0.044/M to $1.02/M. Zhongzhuan Chat offers the lowest rate at $0.044/M. 1 provider offers free API credits or a free tier.

ProviderHealthModel VariantGroupInput ($/M)Output ($/M)Speed (t/s)First tokenAudit
L1
100%
qwen3.5-122b-a10b
default
Free
Free
L1
99%
qwen3.5-122b-a10b
default
-75%$0.102/M
-75%$0.815/M
L1
99%
qwen3.5-122b-a10b
default
-75%$0.102/M
-75%$0.815/M
L1
100%
qwen3.5-122b-a10b
default
-86%$0.055/M
-86%$0.438/M

Alternatives & Similar Models

Frequently Asked Questions

What benchmark data does Qwen3.5-122B-A10B include?
LMSpeed shows Qwen3.5-122B-A10B benchmark context, API price, output speed, first-token latency, and provider data across 31 providers when those signals are available.
What is the Qwen3.5-122B-A10B API price?
Qwen3.5-122B-A10B has pricing from 31 providers, ranging from $0.044/M to $1.02/M. Zhongzhuan Chat has the lowest listed price.
What does the Qwen3.5-122B-A10B API pricing table include?
The Qwen3.5-122B-A10B API pricing table compares 31 providers by input price, output price, free tier status, speed, first-token latency, and recent health data when available.
Which provider has the cheapest Qwen3.5-122B-A10B API pricing?
Zhongzhuan Chat currently has the lowest listed Qwen3.5-122B-A10B price at $0.044/M across 31 providers.
Is Qwen3.5-122B-A10B API free?
Yes, Qwen3.5-122B-A10B free API options are available through 1 providerundefined other undefined} on LMSpeed, including Moyanjdc API. These providers offer free API credits or a free tier with no per-token charges.
Where can I get Qwen3.5-122B-A10B free API access?
LMSpeed currently lists 1 free API providerundefined other undefined} for Qwen3.5-122B-A10B: Moyanjdc API. Check each provider row before using it because free tier limits can change.

Also known as

qwen3.5-122b-a10b

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

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