OpenAI
·Released on Aug 5, 2025

gpt-oss-20b API Benchmarks, Pricing & Provider Data

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gpt-oss-20b benchmark, API pricing, and provider data cover 5 API providers, with prices starting at $0.0005/M. gpt-oss-20b free API options are available from 1 provider.

gpt-oss-20b is an open-weight 21B parameter model released by OpenAI under the Apache 2.0 license. It uses a Mixture-of-Experts (MoE) architecture with 3.6B active parameters per forward pass, optimiz...

Quality
0.0
LMSpeed score
Cost
#5of 180
$0.0005/ 1M · 8:1 in:out
$0.0000877 in · $0.0005 out

Category Performance

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

Coverage
6 / 8
Methodology
V3.0
Category PerformanceObserved-capability estimates with uncertainty reported separately from independent benchmark families.Agents37.6Coding48Reasoning44.2Knowledge35.7Math53Multilingual-Multimodal-Instruction following50.8
#1Math53Provisional1/4 Measured dimensions
80% interval: 36.869.1
foundational math53
aa_math_index · artificial_analysis_math_index
competition mathPrior only
proof frontierPrior only
applied tool mathPrior only
#2Instruction following50.8Provisional1/4 Measured dimensions
80% interval: 34.866.8
constraint followingPrior only
structured outputPrior only
novel instruction generalization50.8
ifbench · aa_if_bench
long multiturn instructionPrior only
#3Coding48Estimated2/4 Measured dimensions
80% interval: 36.859.3
code generation51.6
livecodebench · livecodebench / scicode · scicode
repository engineering44.5
react_native_bench · react_native_evals
debugging testingPrior only
tooling qualityPrior only
#4Reasoning44.2RatedGlobal rank #573/4 Measured dimensions
80% interval: 35.552.9
abstract logicPrior only
scientific causal48.1
critpt · critpt / gpqa · gpqa / hle · hle
multistep constraints47.5
mmlu_pro · mmlu_pro
evidence verification37
lcr · lcr
#5Agents37.6Estimated3/4 Measured dimensions
80% interval: 28.446.9
planningPrior only
tool use45.1
tau · tau2_bench
environment execution38
gdpval_aa · benchlm_agentic_gdpval_aa
recovery reliability29.8
apex_agents · apex_agents_aa
#6Knowledge35.7Provisional1/4 Measured dimensions
80% interval: 19.751.7
broad knowledge35.7
aa_omniscience · aa_omniscience_index
professional knowledgePrior only
factualityPrior only
retrieval open bookPrior only
No data:MultilingualMultimodal

Specifications

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

INPUT
131.1Ktokens
157.3 pages of text
OUTPUT
131.1Ktokens
8K128K1M4M
131.1K

Features

Technical Details

Input
Output
Total parameters
20B
Released
Aug 2025
Knowledge cutoff
2024-06-30
Tokenizer
GPT
Architecture
text->text
Moderated
No
Supported parameters
frequency_penaltyinclude_reasoninglogit_biaslogprobsmax_tokensmin_ppresence_penaltyreasoningreasoning_effortrepetition_penaltyresponse_formatseedstopstructured_outputstemperaturetool_choicetoolstop_ktop_logprobstop_p

Rankings

Excels at

Falls behind in

Detailed scores

Updated: Aug 23, 2026

Speed & latency

undefined metric} other undefined metrics}}

Output speed157.9 tok/s#14 / 74Time to first token0.74 s#18 / 74
Output speed
LMSpeed rank#14
Score157.9 tok/s
UpdatedAug 23, 2026
Confidence4
Time to first token
LMSpeed rank#18
Score0.74 s
UpdatedAug 23, 2026
Confidence4

Pricing

undefined metric} other undefined metrics}}

Input price$0.070/M#5 / 180Output price$0.200/M#3 / 180
Input price
LMSpeed rank#5
Score$0.070/M
UpdatedAug 23, 2026
Confidence4
Output price
LMSpeed rank#3
Score$0.200/M
UpdatedAug 23, 2026
Confidence4

Agents

V3.0

undefined metric} other undefined metrics}} · Estimated

Score37.680% interval28.4–46.93/4 Measured dimensionsAA Agentic Index3.1#58 / 65APEX-Agents-AA0.7#23 / 23
Dimensions and evidence
Planning & decompositionPrior only
Tool use45.1
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
tau · tau2_bench · z -0.76 · q 1.00
Environment & long-horizon execution38
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
gdpval_aa · benchlm_agentic_gdpval_aa · z -1.78 · q 1.00
Recovery & completion reliability29.8
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
apex_agents · apex_agents_aa · z -3.00 · q 1.00
AA Agentic Index
LMSpeed rank#58
Score3.1
UpdatedAug 14, 2026
Confidence1
APEX-Agents-AAV3 evidence
LMSpeed rank#23
Score0.7
UpdatedAug 14, 2026
Confidence1
Τ²-bench resultsV3 evidence
LMSpeed rank#63
Score60.2
UpdatedAug 14, 2026
Confidence1
GDPval-AA
LMSpeed rank#58
Score3.2
UpdatedAug 14, 2026
Confidence1
GDPval-AAV3 evidence
LMSpeed rank#58
Score565.0
UpdatedAug 14, 2026
Confidence1

Coding

V3.0

undefined metric} other undefined metrics}} · Estimated

Score4880% interval36.8–59.32/4 Measured dimensionsLiveCodeBench65.2%#37 / 115SciCode34.0%#133 / 204
Dimensions and evidence
Code generation51.6
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
livecodebench · livecodebench · z 0.86 · q 1.00
scicode · scicode · z -0.35 · q 1.00
Repository engineering44.5
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
react_native_bench · react_native_evals · z -0.75 · q 1.00
Debugging & testingPrior only
Tool-assisted development & qualityPrior only
LiveCodeBenchV3 evidence
LMSpeed rank#37
Score65.2%
UpdatedAug 23, 2026
Confidence4
SciCodeV3 evidence
LMSpeed rank#133
Score34.0%
UpdatedAug 23, 2026
Confidence4
React Native EvalsV3 evidence
LMSpeed rank#12
Score71.0
UpdatedAug 14, 2026
Confidence1
AA Coding Index
LMSpeed rank#63
Score20.7
UpdatedAug 14, 2026
Confidence1
AA-SciCodeV3 evidence
LMSpeed rank#90
Score34.4
UpdatedAug 14, 2026
Confidence1

Reasoning

V3.0

undefined metric} other undefined metrics}} · Rated

Score44.2#5780% interval35.5–52.93/4 Measured dimensionsMMLU-Pro71.8%#97 / 129GPQA61.1%#158 / 211
Dimensions and evidence
Abstract logicPrior only
Scientific & causal reasoning48.1
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
critpt · critpt · z -0.29 · q 1.00
gpqa · gpqa · z -0.39 · q 1.00
hle · hle · z -0.17 · q 1.00
Multi-step constraints47.5
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
mmlu_pro · mmlu_pro · z -0.53 · q 1.00
Evidence integration & verification37
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
lcr · lcr · z -2.09 · q 1.00
MMLU-ProV3 evidence
LMSpeed rank#97
Score71.8%
UpdatedAug 23, 2026
Confidence4
GPQAV3 evidence
LMSpeed rank#158
Score61.1%
UpdatedAug 23, 2026
Confidence4
HLEV3 evidence
LMSpeed rank#152
Score5.3%
UpdatedAug 23, 2026
Confidence4
AA-LCRV3 evidence
LMSpeed rank#91
Score33.3
UpdatedAug 14, 2026
Confidence1
CritPtV3 evidence
LMSpeed rank#61
Score1.4
UpdatedAug 14, 2026
Confidence1

Knowledge

V3.0

undefined metric} other undefined metrics}} · Provisional

Score35.780% interval19.7–51.71/4 Measured dimensionsArtificial Analysis Intelligence Index15.2#93 / 111AA-GPQA Diamond68.8#86 / 108
Dimensions and evidence
Broad knowledge35.7
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
aa_omniscience · aa_omniscience_index · z -2.00 · q 1.00
Professional knowledgePrior only
FactualityPrior only
Retrieval & open-book usePrior only
Artificial Analysis Intelligence IndexV3 evidence
LMSpeed rank#93
Score15.2
UpdatedAug 14, 2026
Confidence1
AA-GPQA Diamond
LMSpeed rank#86
Score68.8
UpdatedAug 14, 2026
Confidence1
AA-HLE
LMSpeed rank#81
Score11.0
UpdatedAug 14, 2026
Confidence1
AA-Omniscience Accuracy
LMSpeed rank#95
Score16.0
UpdatedAug 14, 2026
Confidence1
AA-Omniscience Hallucination Rate
LMSpeed rank#2
Score94.1
UpdatedAug 14, 2026
Confidence1

Math

V3.0

undefined metric} other undefined metrics}} · Provisional

Score5380% interval36.8–69.11/4 Measured dimensions
Dimensions and evidence
Foundational math53
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
aa_math_index · artificial_analysis_math_index · z 0.80 · 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

80% interval30.8–69.20/4 Measured dimensionsDesign Arena Website875.0#73 / 75
Dimensions and evidence
Perception & OCRPrior only
Document & spatial understandingPrior only
Visual reasoningPrior only
Video & grounded actionPrior only
Design Arena Website
LMSpeed rank#73
Score875.0
UpdatedAug 14, 2026
Confidence1

Instruction following

V3.0

undefined metric} other undefined metrics}} · Provisional

Score50.880% interval34.8–66.81/4 Measured dimensionsAA-IFBench65.1#45 / 84
Dimensions and evidence
Constraint followingPrior only
Structured outputPrior only
Novel-instruction generalization50.8
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
ifbench · aa_if_bench · z -0.16 · q 1.00
Multi-turn & long instructionsPrior only
AA-IFBenchV3 evidence
LMSpeed rank#45
Score65.1
UpdatedAug 14, 2026
Confidence1

OpenRouter endpoints

12 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
Amazon Bedrock
amazon-bedrock/eu-west-1
$0.070/M$0.150/M100%undefined tokens / —
Novita
novita/fp4
$0.040/M$0.150/M100.0%undefined tokens / undefined tokens
CoreWeave
coreweave/fp4
$0.030/M$0.130/M100.0%undefined tokens / undefined tokens
Parasail
parasail/fp4
$0.030/M$0.150/M99.9%undefined tokens / undefined tokens
DeepInfra
deepinfra/bf16
$0.030/M$0.140/M99.9%undefined tokens / undefined tokens
Fireworks
fireworks
$0.070/M$0.300/M99.7%undefined tokens / —
Phala
phala
$0.040/M$0.150/M99.3%undefined tokens / undefined tokens
Together
together
$0.050/M$0.200/M99.3%undefined tokens / —
Amazon Bedrock
amazon-bedrock
$0.070/M$0.150/M99.2%undefined tokens / —
SiliconFlow
siliconflow/fp8
$0.040/M$0.180/M98.6%undefined tokens / undefined tokens
Groq
groq
$0.075/M$0.300/M98.0%undefined tokens / undefined tokens
Google
google-vertex/us-central1
$0.070/M$0.250/M84.4%undefined tokens / undefined tokens

Pricing Comparison

Compare gpt-oss-20b API pricing across 4 providers. Prices range from $0.0005/M to $0.255/M. 云AI offers the lowest rate at $0.0005/M. 1 provider offers free API credits or a free tier.

ProviderHealthModel VariantGroupInput ($/M)Output ($/M)Speed (t/s)First tokenAudit
L1
100%
gpt-oss:20b
default
Free
Free
L1
99%
gpt-oss-20b
测试
$0.255/M
$1.02/M
L1
99%
gpt-oss-20b
测试
$0.255/M
$1.02/M
L1
100%
gpt-oss-20b
mix
-99%$0.0005/M
-99%$0.0026/M
L1
100%
gpt-oss-20b
测试
$0.137/M
$0.548/M

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Frequently Asked Questions

What benchmark data does gpt-oss-20b include?
LMSpeed shows gpt-oss-20b benchmark context, API price, output speed, first-token latency, and provider data across 5 providers when those signals are available.
What is the gpt-oss-20b API price?
gpt-oss-20b has pricing from 5 providers, ranging from $0.0005/M to $0.255/M. 云AI has the lowest listed price.
What does the gpt-oss-20b API pricing table include?
The gpt-oss-20b API pricing table compares 5 providers by input price, output price, free tier status, speed, first-token latency, and recent health data when available.
Which provider has the cheapest gpt-oss-20b API pricing?
云AI currently has the lowest listed gpt-oss-20b price at $0.0005/M across 5 providers.
Is gpt-oss-20b API free?
Yes, gpt-oss-20b 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 gpt-oss-20b free API access?
LMSpeed currently lists 1 free API providerundefined other undefined} for gpt-oss-20b: Moyanjdc API. Check each provider row before using it because free tier limits can change.

Also known as

gpt-oss-20bgpt-oss:20b

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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