Qwen
·Released on Aug 14, 2026Qwen3.8 27B API Benchmarks, Pricing & Provider Data
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LLM
Qwen3.8 27B benchmark, API pricing, and provider data cover undefined API provider} other undefined API providers}}, with prices starting at $0.0030/M. Qwen3.8 27B free API options are available from undefined provider} other undefined providers}}.
Qwen3.8 27B is an open-weight dense vision-language model from Qwen. It is suited for coding, professional workflows, research, multimodal interaction, and long-running agent tasks, with flexible thin...
Quality
#20of 112
69.0
LMSpeed score
Cost
#85of 186
$0.0030/ 1M · 8:1 in:out
$0.0005 in · $0.0025 out
Category Performance
Observed-capability estimates with uncertainty reported separately from independent benchmark families.
- Coverage
- 6 / 8
- Methodology
- V3.0
#1Agents58.7RatedGlobal rank #153/4 Measured dimensions
80% interval: 50.3–67.1
planningPrior only
tool use59.3
tau · aa_tau3_banking
environment execution61.9
enterprise_ops_gym · aa_enterprise_ops_gym / gdpval_aa · benchlm_agentic_gdpval_aa / osworld · os_world_verified
recovery reliability54.9
briefcase · aa_briefcase_elo / jobbench · job_bench
#2Multimodal57.6Estimated2/4 Measured dimensions
80% interval: 46.2–68.9
perception ocrPrior only
document spatial59.1
charxiv · charxiv
visual reasoning56
erqa · erqa / mathvision · math_vision
video actionPrior only
#3Instruction following56.3Provisional1/4 Measured dimensions
80% interval: 40.3–72.3
constraint followingPrior only
structured outputPrior only
novel instruction generalization56.3
ifbench · if_bench
long multiturn instructionPrior only
#4Reasoning54.7Estimated2/4 Measured dimensions
80% interval: 43.9–65.5
abstract logicPrior only
scientific causal52.1
critpt · critpt / gpqa · gpqa / hle · hle / hle · hle_no_tools
multistep constraintsPrior only
evidence verification57.2
lcr · lcr
#5Coding51.6RatedGlobal rank #233/4 Measured dimensions
80% interval: 43.0–60.2
code generation53.5
livecodebench · live_code_bench_v6 / scicode · scicode
repository engineering51.9
nl2repo · nl2_repo / swe_pro · swe_pro
debugging testingPrior only
tooling quality49.5
terminalbench · aa_terminal_bench21
#6Knowledge43.9Provisional1/4 Measured dimensions
80% interval: 29.9–57.9
broad knowledge43.9
aa_omniscience · aa_omniscience_index / benchlm_category_knowledge · benchlm_category_knowledge
professional knowledgePrior only
factualityPrior only
retrieval open bookPrior only
No data:MathMultilingual
Specifications
Input and output token limits for this model, plus how it ranks on long-context understanding.
INPUT
1Mtokens
≈ 1.2K pages of text
OUTPUT
131.1Ktokens
8K128K1M4M
1M
Features
Technical Details
- Input
- Output
- Total parameters
- 27B
- Released
- Aug 2026
- Tokenizer
- Qwen
- Architecture
- text+image+video->text
- Moderated
- No
- Supported parameters
- frequency_penaltyinclude_reasoninglogit_biaslogprobsmax_tokensmin_ppresence_penaltyreasoningreasoning_effortrepetition_penaltyresponse_formatseedstopstructured_outputstemperaturetool_choicetoolstop_atop_ktop_logprobstop_p
Rankings
Excels at
It's decent at
Falls behind in
Detailed scores
Updated: Sep 13, 2026Overall
undefined metric} other undefined metrics}}
Overall score69.0#20 / 112DeepSWE42.2#20 / 21
Overall
undefined metric} other undefined metrics}}
Benchmark
LMSpeed rank
Score
Source
Updated
Confidence
Speed & latency
undefined metric} other undefined metrics}}
Output speed43.1 tok/s#75 / 81Time to first token1.31 s#40 / 81
Speed & latency
undefined metric} other undefined metrics}}
Benchmark
LMSpeed rank
Score
Source
Updated
Confidence
Time to first token
LMSpeed rank#40
Score1.31 s
Sourceartificialanalysis.ai
UpdatedSep 12, 2026
Confidence4
Pricing
undefined metric} other undefined metrics}}
Input price$0.500/M#85 / 186Output price$3.00/M#99 / 186
Pricing
undefined metric} other undefined metrics}}
Benchmark
LMSpeed rank
Score
Source
Updated
Confidence
Agents
V3.0undefined metric} other undefined metrics}} · Rated
Score58.7#1580% interval50.3–67.13/4 Measured dimensionsAgentic score82.4#11 / 77Terminal-Bench 2.173.0#9 / 10
Agents
V3.0undefined metric} other undefined metrics}} · Rated
Dimensions and evidence
Planning & decompositionPrior only
Tool use59.3
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
tau · aa_tau3_banking · z 0.72 · q 1.00
Environment & long-horizon execution61.9
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
enterprise_ops_gym · aa_enterprise_ops_gym · z 0.00 · q 1.00
gdpval_aa · benchlm_agentic_gdpval_aa · z 0.75 · q 1.00
osworld · os_world_verified · z 1.24 · q 1.00
Recovery & completion reliability54.9
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
briefcase · aa_briefcase_elo · z 0.16 · q 1.00
jobbench · job_bench · z 0.00 · q 1.00
Benchmark
LMSpeed rank
Score
Source
Updated
Confidence
AA EnterpriseOps-GymV3 evidence
LMSpeed rank#10
Score44.2
Sourcebenchlm.ai
UpdatedSep 13, 2026
Confidence3
Coding
V3.0undefined metric} other undefined metrics}} · Rated
Score51.6#2380% interval43.0–60.23/4 Measured dimensionsSciCode46.6%#42 / 89Coding score55.6#37 / 87
Coding
V3.0undefined metric} other undefined metrics}} · Rated
Dimensions and evidence
Code generation53.5
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
livecodebench · live_code_bench_v6 · z 1.49 · q 0.75
scicode · scicode · z -0.73 · q 1.00
Repository engineering51.9
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
nl2repo · nl2_repo · z -0.08 · q 1.00
swe_pro · swe_pro · z 0.82 · q 1.00
Debugging & testingPrior only
Tool-assisted development & quality49.5
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
terminalbench · aa_terminal_bench21 · z -0.57 · q 1.00
Benchmark
LMSpeed rank
Score
Source
Updated
Confidence
SciCodeV3 evidence
LMSpeed rank#42
Score46.6%
Sourceartificialanalysis.ai
UpdatedSep 12, 2026
Confidence4
AA Terminal-Bench 2.1V3 evidence
LMSpeed rank#15
Score79.8
Sourcebenchlm.ai
UpdatedSep 13, 2026
Confidence3
Reasoning
V3.0undefined metric} other undefined metrics}} · Estimated
Score54.780% interval43.9–65.52/4 Measured dimensionsGPQA90.5%#29 / 218HLE33.9%#46 / 216
Reasoning
V3.0undefined metric} other undefined metrics}} · Estimated
Dimensions and evidence
Abstract logicPrior only
Scientific & causal reasoning52.1
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
critpt · critpt · z 0.22 · q 1.00
gpqa · gpqa · z 0.23 · q 1.00
hle · hle · z -0.15 · q 1.00
hle · hle_no_tools · z -1.40 · q 1.00
Multi-step constraintsPrior only
Evidence integration & verification57.2
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
lcr · lcr · z 0.62 · q 1.00
Benchmark
LMSpeed rank
Score
Source
Updated
Confidence
Knowledge
V3.0undefined metric} other undefined metrics}} · Provisional
Score43.980% interval29.9–57.91/4 Measured dimensionsKnowledge score47.0#74 / 83GPQA-D89.2#19 / 32
Knowledge
V3.0undefined metric} other undefined metrics}} · Provisional
Dimensions and evidence
Broad knowledge43.9
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
aa_omniscience · aa_omniscience_index · z -0.22 · q 1.00
benchlm_category_knowledge · benchlm_category_knowledge · z -1.35 · q 1.00
Professional knowledgePrior only
FactualityPrior only
Retrieval & open-book usePrior only
Benchmark
LMSpeed rank
Score
Source
Updated
Confidence
Artificial Analysis Intelligence IndexV3 evidence
LMSpeed rank#41
Score33.9
Sourcebenchlm.ai
UpdatedSep 13, 2026
Confidence3
AA-Omniscience Hallucination Rate
LMSpeed rank#97
Score30.3
Sourcebenchlm.ai
UpdatedSep 13, 2026
Confidence3
Math
V3.0undefined metric} other undefined metrics}} · No data
No data80% interval30.8–69.20/4 Measured dimensions
Math
V3.0undefined metric} other undefined metrics}} · No data
Dimensions and evidence
Foundational mathPrior only
Competition mathPrior only
Advanced proofsPrior only
Applied & tool-assisted mathPrior only
Multilingual
V3.0undefined metric} other undefined metrics}} · No data
No data80% interval30.8–69.20/4 Measured dimensions
Multilingual
V3.0undefined metric} other undefined metrics}} · No data
Dimensions and evidence
Cross-language understandingPrior only
Multilingual generationPrior only
Reasoning transferPrior only
Low-resource robustnessPrior only
Multimodal
V3.0undefined metric} other undefined metrics}} · Estimated
Score57.680% interval46.2–68.92/4 Measured dimensionsMultimodal Grounded score80.0#13 / 56MathVision90.0#4 / 13
Multimodal
V3.0undefined metric} other undefined metrics}} · Estimated
Dimensions and evidence
Perception & OCRPrior only
Document & spatial understanding59.1
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
charxiv · charxiv · z 1.36 · q 1.00
Visual reasoning56
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
erqa · erqa · z 0.01 · q 1.00
mathvision · math_vision · z 0.92 · q 1.00
Video & grounded actionPrior only
Benchmark
LMSpeed rank
Score
Source
Updated
Confidence
Instruction following
V3.0undefined metric} other undefined metrics}} · Provisional
Score56.380% interval40.3–72.31/4 Measured dimensionsInstruction Following score84.7#33 / 52IFBench79.5#5 / 14
Instruction following
V3.0undefined metric} other undefined metrics}} · Provisional
Dimensions and evidence
Constraint followingPrior only
Structured outputPrior only
Novel-instruction generalization56.3
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
ifbench · if_bench · z 0.55 · q 1.00
Multi-turn & long instructionsPrior only
Benchmark
LMSpeed rank
Score
Source
Updated
Confidence
OpenRouter endpoints
15 endpointsThird-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 endpoint | Input | Output | 1d uptime | 30m latency | 30m throughput | Context / output |
|---|---|---|---|---|---|---|
Reka reka/fp8 | $0.214/M | $2.55/M | 99.9% | — | — | undefined tokens / undefined tokens |
Alibaba alibaba | $0.425/M | $2.55/M | 99.9% | — | — | undefined tokens / undefined tokens |
Parasail parasail/fp8 | $0.240/M | $2.20/M | 99.8% | — | — | undefined tokens / undefined tokens |
Novita novita | $0.420/M | $3/M | 99.7% | — | — | undefined tokens / undefined tokens |
Darkbloom darkbloom/fp4 | $0.150/M | $2/M | 99.7% | — | — | undefined tokens / undefined tokens |
Chutes chutes/fp8 | $0.320/M | $2.50/M | 99.4% | — | — | undefined tokens / undefined tokens |
AkashML akashml/fp8 | $0.250/M | $2.20/M | 99.0% | — | — | undefined tokens / undefined tokens |
Io Net io-net/fp8 | $0.300/M | $2.80/M | 98.9% | — | — | undefined tokens / undefined tokens |
Venice venice/fp8 | $0.450/M | $3.20/M | 98.9% | — | — | undefined tokens / undefined tokens |
CoreWeave coreweave/fp8 | $0.400/M | $3/M | 98.7% | — | — | undefined tokens / undefined tokens |
Mancer 2 mancer/fp8 | $0.250/M | $2.75/M | 97.6% | — | — | undefined tokens / undefined tokens |
Ionstream ionstream/fp8 | $0.350/M | $2.55/M | 97.6% | — | — | undefined tokens / undefined tokens |
Phala phala | $0.300/M | $3/M | 96.5% | — | — | undefined tokens / undefined tokens |
DekaLLM dekallm | $0.200/M | $2.50/M | 95.1% | — | — | undefined tokens / undefined tokens |
Cloudflare cloudflare | $0.450/M | $3.20/M | 93.8% | — | — | undefined tokens / undefined tokens |
Pricing Comparison
Compare Qwen3.8 27B API pricing across 41 providers. Prices range from $0.0030/M to $300.00/M. 10dian-API offers the lowest rate at $0.0030/M. 1 provider offers free API credits or a free tier.
| Provider | Health | Model Variant | Group | Input ($/M) | Output ($/M) | Speed (t/s) | First token | Audit |
|---|---|---|---|---|---|---|---|---|
L1 100% | qwen3.8-27b | default | $10.27/M | $10.27/M | — | — | — | |
L1 100% | qwen3.8-27b | Self-Deployed-3 | -78%$0.111/M Cache read$0.022/M | -78%$0.667/M | — | — | — | |
L1 100% | qwen/qwen3.8-27b | default | -34%$0.330/M | -87%$0.400/M | — | — | — | |
L1 100% | qwen3.8-27b | default | -94%$0.029/M Cache read$0.0058/M | -94%$0.175/M | — | — | — | |
L1 99% L2 87% | Qwen/Qwen3.8-27B | diamond-glm | -85%$0.073/M Cache read$0.0073/M | -90%$0.292/M | — | — | — | |
L1 99% L2 87% | Qwen-Ambassador/Qwen3.8-27B | diamond-glm | $54.75/M | $54.75/M | — | — | — | |
L1 100% | Qwen3.8-27B | default | $7.50/M | $7.50/M | — | — | — | |
L1 100% L2 100% | qwen3.8-27b | default | $37.50/M | $37.50/M | — | — | — | |
L1 100% | qwen3.8-27b | Self-Deployed-3 | -78%$0.111/M Cache read$0.022/M | -78%$0.667/M | — | — | — | |
L1 100% | qwen3.8-27b | default | $60.00/M | $60.00/M | — | — | — | |
L1 100% | qwen/qwen3.8-27b | default | -18%$0.411/M Cache read$0.082/MCache write$0.514/MCache write 1h$0.822/M | -45%$1.64/M | — | — | — | |
L1 100% | qwen3.8-27b | default | $0.675/M | $4.80/M | — | — | — | |
L1 99% | qwen3.8-27b | Self-Deployed-3 | -78%$0.111/M Cache read$0.022/M | -78%$0.667/M | — | — | — | |
L1 89% | qwen/qwen3.8-27B | CC | $5.84/M | $43.80/M | — | — | — | |
L1 89% | Qwen3.8-27B | default | $7.30/M | $29.20/M | — | — | — | |
L1 99% | qwen3.8-27b | default | $0.010/request | - | — | — | — | |
L1 54% | qwen/qwen3.8-27b-free | default | $75.00/M | $75.00/M | — | — | — | |
L1 100% | qwen3.8-27b | default | -78%$0.110/M | -71%$0.877/M | — | — | — | |
L1 0% L2 94% | Qwen3.8-27B | price | -99%$0.0030/M Cache read$0.0006/MCache write$0.0037/MCache write 1h$0.0060/M | -100%$0.012/M | — | — | — | |
L1 0% | qwen3.8-27b | user | $1.09/M Cache read$0.292/M | $5.11/M | — | — | — |
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Frequently Asked Questions
- What benchmark data does Qwen3.8 27B include?
- LMSpeed shows Qwen3.8 27B benchmark context, API price, output speed, first-token latency, and provider data across 42 providers when those signals are available.
- What is the Qwen3.8 27B API price?
- Qwen3.8 27B has pricing from undefined provider} other undefined providers}}, ranging from $0.0030/M to $300.00/M. 10dian-API has the lowest listed price.
- What does the Qwen3.8 27B API pricing table include?
- The Qwen3.8 27B API pricing table compares 42 providers by input price, output price, free tier status, speed, first-token latency, and recent health data when available.
- Which provider has the cheapest Qwen3.8 27B API pricing?
- 10dian-API currently has the lowest listed Qwen3.8 27B price at $0.0030/M across undefined provider} other undefined providers}}.
- Is Qwen3.8 27B API free?
- Yes, Qwen3.8 27B 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 Qwen3.8 27B free API access?
- LMSpeed currently lists 1 free API providerundefined other undefined} for Qwen3.8 27B: Zero API. Check each provider row before using it because free tier limits can change.