OpenAI
·Released on Nov 13, 2025

GPT-5.1 API Benchmarks, Pricing & Provider Data

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GPT-5.1 benchmark, API pricing, and provider data cover 1462 API providers, with prices starting at $0.0027/request. GPT-5.1 free API options are available from 8 providers. The page also shows measured API speed and first-token latency.

OpenAI GPT-5.1 is a GPT-5 series model focused on improved reasoning depth, tool use, and reliable long-form generation for production AI applications.

Quality
#50of 100
56.0
LMSpeed score
Speed
142char/s
2.78 s
Cost
#119of 180
$0.0027/ 1M · 8:1 in:out
$0.0004 in · $0.0023 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.Agents47.7Coding49.1Reasoning54Knowledge53Math54Multilingual-Multimodal-Instruction following53.5
#1Math54Provisional1/4 Measured dimensions
80% interval: 37.970.1
foundational mathPrior only
competition mathPrior only
proof frontier54
frontiermath · frontier_math_v2_tier4 / frontiermath · frontier_math_v2_tiers13
applied tool mathPrior only
#1Reasoning54RatedGlobal rank #253/4 Measured dimensions
80% interval: 45.362.6
abstract logicPrior only
scientific causal47.4
critpt · critpt / gpqa · gpqa / hle · hle
multistep constraints58.4
mmlu_pro · mmlu_pro
evidence verification56.2
lcr · lcr
#3Instruction following53.5Provisional1/4 Measured dimensions
80% interval: 37.569.5
constraint followingPrior only
structured outputPrior only
novel instruction generalization53.5
ifbench · aa_if_bench
long multiturn instructionPrior only
#4Knowledge53Provisional1/4 Measured dimensions
80% interval: 37.069.0
broad knowledge53
aa_omniscience · aa_omniscience_index
professional knowledgePrior only
factualityPrior only
retrieval open bookPrior only
#5Coding49.1Estimated2/4 Measured dimensions
80% interval: 38.060.3
code generation48.4
livecodebench · livecodebench / scicode · scicode
repository engineering49.9
vibecode · vibe_code_bench
debugging testingPrior only
tooling qualityPrior only
#6Agents47.7Estimated3/4 Measured dimensions
80% interval: 38.456.9
planning46
deep_planning · gert_labs
tool use49.6
tau · tau2_bench
environment execution47.4
gdpval_aa · benchlm_agentic_gdpval_aa
recovery reliabilityPrior only
No data:MultilingualMultimodal

Specifications

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

INPUT
400Ktokens
480 pages of text
OUTPUT
128Ktokens
8K128K1M4M
400K

Features

Technical Details

Input
Output
Released
Nov 2025
Documentation
Tokenizer
GPT
Architecture
text+image+file->text
Moderated
Yes
Supported parameters
include_reasoningmax_completion_tokensmax_tokensreasoningreasoning_effortresponse_formatseedstructured_outputstool_choicetools

Rankings

Excels at

It's decent at

Falls behind in

Detailed scores

Updated: Aug 31, 2026

Overall

undefined metric} other undefined metrics}}

Overall score56.0#50 / 100
Overall score
LMSpeed rank#50
Score56.0
UpdatedAug 20, 2026
Confidence1

Pricing

undefined metric} other undefined metrics}}

Input price$1.25/M#119 / 180Output price$10.00/M#138 / 180
Input price
LMSpeed rank#119
Score$1.25/M
UpdatedAug 31, 2026
Confidence4
Output price
LMSpeed rank#138
Score$10.00/M
UpdatedAug 31, 2026
Confidence4

Agents

V3.0

undefined metric} other undefined metrics}} · Estimated

Score47.780% interval38.4–56.93/4 Measured dimensionsAA Agentic Index21.6#47 / 65Τ²-bench results81.9#53 / 82
Dimensions and evidence
Planning & decomposition46
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
deep_planning · gert_labs · z -0.52 · q 1.00
Tool use49.6
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
tau · tau2_bench · z -0.17 · q 1.00
Environment & long-horizon execution47.4
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
gdpval_aa · benchlm_agentic_gdpval_aa · z -0.52 · q 1.00
Recovery & completion reliabilityPrior only
AA Agentic Index
LMSpeed rank#47
Score21.6
UpdatedAug 20, 2026
Confidence1
Τ²-bench resultsV3 evidence
LMSpeed rank#53
Score81.9
UpdatedAug 20, 2026
Confidence1
Gert LabsV3 evidence
LMSpeed rank#34
Score41.2
UpdatedAug 20, 2026
Confidence1
GDPval-AA
LMSpeed rank#46
Score24.6
UpdatedAug 20, 2026
Confidence1
GDPval-AAV3 evidence
LMSpeed rank#46
Score993.0
UpdatedAug 20, 2026
Confidence1

Coding

V3.0

undefined metric} other undefined metrics}} · Estimated

Score49.180% interval38.0–60.32/4 Measured dimensionsLiveCodeBench86.8%#4 / 115SciCode43.3%#56 / 205
Dimensions and evidence
Code generation48.4
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
livecodebench · livecodebench · z 0.03 · q 1.00
scicode · scicode · z -0.13 · q 1.00
Repository engineering49.9
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
vibecode · vibe_code_bench · z -0.02 · q 1.00
Debugging & testingPrior only
Tool-assisted development & qualityPrior only
LiveCodeBenchV3 evidence
LMSpeed rank#4
Score86.8%
UpdatedAug 31, 2026
Confidence4
SciCodeV3 evidence
LMSpeed rank#56
Score43.3%
UpdatedAug 31, 2026
Confidence4
Vibe Code BenchV3 evidence
LMSpeed rank#18
Score24.6
UpdatedAug 20, 2026
Confidence1
AA Coding Index
LMSpeed rank#42
Score49.4
UpdatedAug 20, 2026
Confidence1
AA-SciCodeV3 evidence
LMSpeed rank#55
Score43.3
UpdatedAug 20, 2026
Confidence1

Reasoning

V3.0

undefined metric} other undefined metrics}} · Rated

Score54#2580% interval45.3–62.63/4 Measured dimensionsMMLU-Pro80.1%#62 / 129GPQA87.3%#48 / 212
Dimensions and evidence
Abstract logicPrior only
Scientific & causal reasoning47.4
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
critpt · critpt · z 0.24 · q 1.00
gpqa · gpqa · z -0.60 · q 1.00
hle · hle · z -0.69 · q 1.00
Multi-step constraints58.4
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
mmlu_pro · mmlu_pro · z 0.92 · q 1.00
Evidence integration & verification56.2
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
lcr · lcr · z 0.47 · q 1.00
MMLU-ProV3 evidence
LMSpeed rank#62
Score80.1%
UpdatedAug 31, 2026
Confidence4
GPQAV3 evidence
LMSpeed rank#48
Score87.3%
UpdatedAug 31, 2026
Confidence4
HLEV3 evidence
LMSpeed rank#56
Score28.5%
UpdatedAug 31, 2026
Confidence4
AA-LCRV3 evidence
LMSpeed rank#19
Score76.7
UpdatedAug 20, 2026
Confidence1
CritPtV3 evidence
LMSpeed rank#43
Score4.9
UpdatedAug 20, 2026
Confidence1

Knowledge

V3.0

undefined metric} other undefined metrics}} · Provisional

Score5380% interval37.0–69.01/4 Measured dimensionsArtificial Analysis Intelligence Index37.5#52 / 111AA-GPQA Diamond87.3#44 / 108
Dimensions and evidence
Broad knowledge53
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
aa_omniscience · aa_omniscience_index · z 0.32 · q 1.00
Professional knowledgePrior only
FactualityPrior only
Retrieval & open-book usePrior only
Artificial Analysis Intelligence IndexV3 evidence
LMSpeed rank#52
Score37.5
UpdatedAug 20, 2026
Confidence1
AA-GPQA Diamond
LMSpeed rank#44
Score87.3
UpdatedAug 20, 2026
Confidence1
AA-HLE
LMSpeed rank#47
Score28.5
UpdatedAug 20, 2026
Confidence1
AA-Omniscience IndexV3 evidence
LMSpeed rank#24
Score5.4
UpdatedAug 20, 2026
Confidence1
AA-Omniscience Accuracy
LMSpeed rank#39
Score37.7
UpdatedAug 20, 2026
Confidence1
AA-Omniscience Hallucination Rate
LMSpeed rank#72
Score51.9
UpdatedAug 20, 2026
Confidence1

Math

V3.0

undefined metric} other undefined metrics}} · Provisional

Score5480% interval37.9–70.11/4 Measured dimensionsMath score49.7#36 / 62FrontierMath v2 (Tiers 1-3)31.0#19 / 47
Dimensions and evidence
Foundational mathPrior only
Competition mathPrior only
Advanced proofs54
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
frontiermath · frontier_math_v2_tier4 · z 0.43 · q 1.00
frontiermath · frontier_math_v2_tiers13 · z 0.21 · q 1.00
Applied & tool-assisted mathPrior only
Math score
LMSpeed rank#36
Score49.7
UpdatedAug 20, 2026
Confidence1
FrontierMath v2 (Tiers 1-3)V3 evidence
LMSpeed rank#19
Score31.0
UpdatedAug 20, 2026
Confidence1
FrontierMath v2 (Tier 4)V3 evidence
LMSpeed rank#16
Score12.5
UpdatedAug 20, 2026
Confidence1

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 dimensionsAA-MMMU-Pro75.5#28 / 65Design Arena Website1198.0#48 / 75
Dimensions and evidence
Perception & OCRPrior only
Document & spatial understandingPrior only
Visual reasoningPrior only
Video & grounded actionPrior only
AA-MMMU-Pro
LMSpeed rank#28
Score75.5
UpdatedAug 20, 2026
Confidence1
Design Arena Website
LMSpeed rank#48
Score1198.0
UpdatedAug 20, 2026
Confidence1

Instruction following

V3.0

undefined metric} other undefined metrics}} · Provisional

Score53.580% interval37.5–69.51/4 Measured dimensionsAA-IFBench72.9#28 / 84
Dimensions and evidence
Constraint followingPrior only
Structured outputPrior only
Novel-instruction generalization53.5
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
ifbench · aa_if_bench · z 0.19 · q 1.00
Multi-turn & long instructionsPrior only
AA-IFBenchV3 evidence
LMSpeed rank#28
Score72.9
UpdatedAug 20, 2026
Confidence1

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
OpenAI
openai/flex
$0.625/M$5/M100%undefined tokens / undefined tokens
Azure
azure
$1.25/M$10/M99.9%undefined tokens / undefined tokens
OpenAI
openai
$1.25/M$10/M99.7%undefined tokens / undefined tokens
Azure
azure/swedencentral
$1.38/M$11/Mundefined tokens / undefined tokens
OpenAI
openai/fast
$2.50/M$20/Mundefined tokens / undefined tokens

Pricing Comparison

Compare GPT-5.1 API pricing across 1454 providers. Prices range from $0.0027/request to $495.00/M. Yun API offers the lowest rate at $0.0027/request. 8 providers offer free API credits or a free tier.

ProviderHealthModel VariantGroupInput ($/M)Output ($/M)Speed (t/s)First tokenAudit
L1
100%
gpt-5.1
default
-86%$0.171/M
Cache read$0.017/M
-86%$1.37/M
95.9 t/s
1.86 s
L1
100%
gpt-5.1-chat
default
-86%$0.171/M
Cache read$0.017/M
-86%$1.37/M
L1
100%
gpt-5.1-chat-latest
default
-86%$0.171/M
Cache read$0.017/M
-86%$1.37/M
L1
100%
gpt-5.1-2025-11-13
default
-86%$0.171/M
Cache read$0.017/M
-86%$1.37/M
L1
100%
gpt-5.1-2025-11-13
default
-93%$0.086/M
Cache read$0.0086/M
-93%$0.685/M
L1
100%
gpt-5.1-chat-latest
default
-93%$0.086/M
Cache read$0.0086/M
-93%$0.685/M
L1
100%
gpt-5.1
default
-93%$0.086/M
Cache read$0.0086/M
-93%$0.685/M
L1
100%
gpt-5.1-chat
default
-93%$0.086/M
Cache read$0.0086/M
-93%$0.685/M
L1
100%
gpt-5.1
default
$1.25/M
$10.00/M
L1
100%
gpt-5.1-2025-11-13
default
$1.25/M
$10.00/M
L1
100%
gpt-5.1-all
default
$1.25/M
$10.00/M
L1
100%
gpt-5.1
default
$0.014/request
-
L1
100%
gpt-5.1-high
CodeX_05_token
$0.0068/request
-
L1
100%
gpt-5.1-2025-11-13
default
-86%$0.171/M
-86%$1.37/M
L1
100%
gpt-5.1-chat
default
-86%$0.171/M
-86%$1.37/M
L1
100%
gpt-5.1-chat-2025-11-13
default
-86%$0.171/M
-86%$1.37/M
L1
100%
gpt-5.1-chat-latest
default
-86%$0.171/M
-86%$1.37/M
L1
100%
gpt-5.1-low
CodeX_05_token
-93%$0.086/M
-93%$0.685/M
L1
100%
gpt-5.1-medium
CodeX_05_token
-93%$0.086/M
-93%$0.685/M
L1
100%
gpt-5.1-all
default
-86%$0.171/M
-86%$1.37/M
Showing 20 model IDs of 206.

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Frequently Asked Questions

What benchmark data does GPT-5.1 include?
LMSpeed shows GPT-5.1 benchmark context, API price, output speed, first-token latency, and provider data across 1462 providers when those signals are available.
What is the GPT-5.1 API price?
GPT-5.1 has pricing from 1462 providers, ranging from $0.0027/request to $495.00/M. Yun API has the lowest listed price.
What does the GPT-5.1 API pricing table include?
The GPT-5.1 API pricing table compares 1462 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-5.1 API pricing?
Yun API currently has the lowest listed GPT-5.1 price at $0.0027/request across 1462 providers.
Can I compare GPT-5.1 API price and speed together?
Yes. LMSpeed shows GPT-5.1 API price, output speed, first-token latency, and provider health on the same page so you can compare cost and performance together.
Is GPT-5.1 API free?
Yes, GPT-5.1 free API options are available through 8 providerundefined other undefined} on LMSpeed, including 兔子API, 兔子API, 兔子API, 兔子API, 初叶🍂Furry API. These providers offer free API credits or a free tier with no per-token charges.
Where can I get GPT-5.1 free API access?
LMSpeed currently lists 8 free API providerundefined other undefined} for GPT-5.1: 兔子API, 兔子API, 兔子API, 兔子API, 初叶🍂Furry API. Check each provider row before using it because free tier limits can change.

Also known as

GPT-5.1b/gpt-5.1b/gpt-5.1-2025-11-13b/gpt-5.1-chat-latestcopilot/gpt-5.1

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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