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 undefined API provider} other undefined API providers}}, with prices starting at $0.055/M.

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
#87of 112
49.0
LMSpeed score
Cost
#75of 186
$0.055/ 1M · 8:1 in:out
$0.0088 in · $0.046 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.Agents47.3Coding46Reasoning53.2Knowledge43.7Math-Multilingual45.4Multimodal47.6Instruction following54.3
#1Instruction following54.3Estimated2/4 Measured dimensions
80% interval: 42.466.2
constraint following53.9
ifeval · ifeval
structured outputPrior only
novel instruction generalization54.7
ifbench · aa_if_bench
long multiturn instructionPrior only
#2Reasoning53.2RatedGlobal rank #313/4 Measured dimensions
80% interval: 44.961.5
abstract logicPrior only
scientific causal52.5
critpt · critpt / gpqa · gpqa / hle · hle
multistep constraints58.1
mmlu_pro · mmlu_pro
evidence verification49.2
lcr · lcr / longbench · long_bench_v2
#3Multimodal47.6Estimated3/4 Measured dimensions
80% interval: 38.257.0
perception ocr50.9
v_star · v_star
document spatial45.3
charxiv · charxiv
visual reasoning46.6
mathvision · math_vision
video actionPrior only
#4Agents47.3Estimated2/4 Measured dimensions
80% interval: 36.757.9
planningPrior only
tool use54.4
tau · tau2_bench
environment execution40.1
browsecomp · browse_comp / gdpval_aa · benchlm_agentic_gdpval_aa / osworld · os_world_verified / terminalbench · benchlm_agentic_terminal_bench2
recovery reliabilityPrior only
#5Coding46Estimated2/4 Measured dimensions
80% interval: 34.257.8
code generation48.6
scicode · scicode
repository engineeringPrior only
debugging testing43.4
swe_verified · swe_verified
tooling qualityPrior 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: Sep 13, 2026

Overall

undefined metric} other undefined metrics}}

Overall score49.0#87 / 112
Overall score
LMSpeed rank#87
Score49.0
UpdatedSep 13, 2026
Confidence4

Speed & latency

undefined metric} other undefined metrics}}

Output speed148.2 tok/s#26 / 80Time to first token1.02 s#30 / 80
Output speed
LMSpeed rank#26
Score148.2 tok/s
UpdatedSep 13, 2026
Confidence4
Time to first token
LMSpeed rank#30
Score1.02 s
UpdatedSep 13, 2026
Confidence4

Pricing

undefined metric} other undefined metrics}}

Input price$0.400/M#75 / 186Output price$3.20/M#105 / 186
Input price
LMSpeed rank#75
Score$0.400/M
UpdatedSep 13, 2026
Confidence4
Output price
LMSpeed rank#105
Score$3.20/M
UpdatedSep 13, 2026
Confidence4

Agents

V3.0

undefined metric} other undefined metrics}} · Estimated

Score47.380% interval36.7–57.92/4 Measured dimensionsAgentic score24.9#71 / 77Terminal-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 0.48 · q 1.00
Environment & long-horizon execution40.1
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
browsecomp · browse_comp · z -1.29 · q 1.00
gdpval_aa · benchlm_agentic_gdpval_aa · z -0.60 · 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#71
Score24.9
UpdatedSep 13, 2026
Confidence4
Terminal-Bench 2.0V3 evidence
LMSpeed rank#46
Score49.4
UpdatedSep 13, 2026
Confidence4
BrowseCompV3 evidence
LMSpeed rank#26
Score63.8
UpdatedSep 13, 2026
Confidence4
OSWorld-VerifiedV3 evidence
LMSpeed rank#23
Score58.0
UpdatedSep 13, 2026
Confidence4
Τ²-bench resultsV3 evidence
LMSpeed rank#27
Score93.6
UpdatedSep 13, 2026
Confidence4
AA Agentic Index
LMSpeed rank#56
Score9.6
UpdatedSep 13, 2026
Confidence4
GDPval-AA
LMSpeed rank#53
Score21.3
UpdatedSep 13, 2026
Confidence4
GDPval-AAV3 evidence
LMSpeed rank#54
Score925.0
UpdatedSep 13, 2026
Confidence4

Coding

V3.0

undefined metric} other undefined metrics}} · Estimated

Score4680% interval34.2–57.82/4 Measured dimensionsSciCode39.7%#62 / 89Coding score51.1#53 / 87
Dimensions and evidence
Code generation48.6
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
scicode · scicode · z -0.36 · q 1.00
Repository engineeringPrior only
Debugging & testing43.4
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#62
Score39.7%
UpdatedSep 13, 2026
Confidence4
Coding score
LMSpeed rank#53
Score51.1
UpdatedSep 13, 2026
Confidence4
SWE-bench VerifiedV3 evidence
LMSpeed rank#41
Score72.0
UpdatedSep 13, 2026
Confidence4
AA Coding Index
LMSpeed rank#53
Score45.7
UpdatedSep 13, 2026
Confidence4
AA-SciCodeV3 evidence
LMSpeed rank#77
Score39.7
UpdatedSep 13, 2026
Confidence4

Reasoning

V3.0

undefined metric} other undefined metrics}} · Rated

Score53.2#3180% interval44.9–61.53/4 Measured dimensionsMMLU-Pro86.7%#15 / 129GPQA82.7%#83 / 218
Dimensions and evidence
Abstract logicPrior only
Scientific & causal reasoning52.5
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
critpt · critpt · z -0.64 · q 1.00
gpqa · gpqa · z 0.50 · q 1.00
hle · hle · z 0.43 · 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 & verification49.2
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
lcr · lcr · z 0.18 · q 1.00
longbench · long_bench_v2 · z -0.41 · q 1.00
MMLU-ProV3 evidence
LMSpeed rank#15
Score86.7%
UpdatedSep 13, 2026
Confidence4
GPQAV3 evidence
LMSpeed rank#83
Score82.7%
UpdatedSep 13, 2026
Confidence4
HLEV3 evidence
LMSpeed rank#98
Score15.9%
UpdatedSep 13, 2026
Confidence4
Reasoning score
LMSpeed rank#62
Score48.7
UpdatedSep 13, 2026
Confidence4
LongBench v2V3 evidence
LMSpeed rank#8
Score60.2
UpdatedSep 13, 2026
Confidence4
AA-LCRV3 evidence
LMSpeed rank#45
Score76.3
UpdatedSep 13, 2026
Confidence4
CritPtV3 evidence
LMSpeed rank#80
Score0.6
UpdatedSep 13, 2026
Confidence4

Knowledge

V3.0

undefined metric} other undefined metrics}} · Provisional

Score43.780% interval27.4–60.01/4 Measured dimensionsKnowledge score73.2#31 / 83SuperGPQA67.1#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#31
Score73.2
UpdatedSep 13, 2026
Confidence4
SuperGPQAV3 evidence
LMSpeed rank#10
Score67.1
UpdatedSep 13, 2026
Confidence4
Artificial Analysis Intelligence Index
LMSpeed rank#95
Score16.2
UpdatedSep 13, 2026
Confidence4
AA-GPQA Diamond
LMSpeed rank#58
Score85.7
UpdatedSep 13, 2026
Confidence4
AA-HLE
LMSpeed rank#61
Score25.2
UpdatedSep 13, 2026
Confidence4
AA-Omniscience Accuracy
LMSpeed rank#75
Score24.4
UpdatedSep 13, 2026
Confidence4
AA-Omniscience Hallucination Rate
LMSpeed rank#26
Score87.1
UpdatedSep 13, 2026
Confidence4

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
UpdatedSep 13, 2026
Confidence4
MMLU-ProXV3 evidence
LMSpeed rank#8
Score82.2
UpdatedSep 13, 2026
Confidence4

Multimodal

V3.0

undefined metric} other undefined metrics}} · Estimated

Score47.680% interval38.2–57.03/4 Measured dimensionsMultimodal Grounded score57.0#42 / 56MMMU83.9#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 understanding45.3
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
charxiv · charxiv · z -0.48 · 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#42
Score57.0
UpdatedSep 13, 2026
Confidence4
MMMU
LMSpeed rank#2
Score83.9
UpdatedSep 13, 2026
Confidence4
MMVU
LMSpeed rank#4
Score74.7
UpdatedSep 13, 2026
Confidence4
MathVisionV3 evidence
LMSpeed rank#9
Score86.2
UpdatedSep 13, 2026
Confidence4
CharXivV3 evidence
LMSpeed rank#26
Score77.2
UpdatedSep 13, 2026
Confidence4
V*V3 evidence
LMSpeed rank#7
Score93.2
UpdatedSep 13, 2026
Confidence4
AA-MMMU-Pro
LMSpeed rank#33
Score75.0
UpdatedSep 13, 2026
Confidence4

Instruction following

V3.0

undefined metric} other undefined metrics}} · Estimated

Score54.380% interval42.4–66.22/4 Measured dimensionsInstruction Following score93.0#7 / 52IFEval93.4#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 generalization54.7
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
ifbench · aa_if_bench · z 0.34 · q 1.00
Multi-turn & long instructionsPrior only
Instruction Following score
LMSpeed rank#7
Score93.0
UpdatedSep 13, 2026
Confidence4
IFEvalV3 evidence
LMSpeed rank#7
Score93.4
UpdatedSep 13, 2026
Confidence4
AA-IFBenchV3 evidence
LMSpeed rank#15
Score75.7
UpdatedSep 13, 2026
Confidence4

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/M99.3%undefined tokens / undefined tokens
Novita
novita/bf16
$0.400/M$3.20/M99.2%undefined tokens / undefined tokens
SiliconFlow
siliconflow/fp8
$0.260/M$2.08/M98.9%undefined tokens / undefined tokens
AtlasCloud
atlas-cloud/fp8
$0.300/M$2.40/M98.8%undefined tokens / undefined tokens
Alibaba
alibaba
$0.260/M$2.08/M96.9%undefined tokens / undefined tokens

Pricing Comparison

Compare Qwen3.5-122B-A10B API pricing across 19 providers. Prices range from $0.055/M to $77.05/M. Zhongzhuan Chat offers the lowest rate at $0.055/M.

ProviderHealthModel VariantGroupInput ($/M)Output ($/M)Speed (t/s)First tokenAudit
L1
100%
Qwen/Qwen3.5-122B-A10B
default
$10.27/M
$10.27/M
L1
99%
L2
84%
Qwen/Qwen3.5-122B-A10B
diamond-glm
-53%$0.190/M
-53%$1.52/M
L1
99%
L2
100%
qwen3.5-122b-a10b
alibaba
$0.759/M
$6.07/M
L1
100%
qwen3.5-122b-a10b
Alibaba-1
-85%$0.059/M
-85%$0.474/M
L1
100%
qwen3.5-122b-a10b
default
$10.27/M
$10.27/M
L1
99%
qwen3.5-122b-a10b
Alibaba-1
-85%$0.059/M
-85%$0.474/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 19 providers when those signals are available.
What is the Qwen3.5-122B-A10B API price?
Qwen3.5-122B-A10B has pricing from undefined provider} other undefined providers}}, ranging from $0.055/M to $77.05/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 19 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 $0.055/M across undefined provider} other undefined providers}}.
Is Qwen3.5-122B-A10B API free?
Qwen3.5-122B-A10B does not currently have a free API tier on LMSpeed. All 19 providers charge per token.

Also known as

Qwen/Qwen3.5-122B-A10Bqwen3.5-122b-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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