OpenAI
·Released on Dec 4, 2025

GPT-5.1 Codex Max API Benchmarks, Pricing & Provider Data

Compare GPT-5.1 Codex Max with another model

Choose a model to open its comparison page.

Share on X
LLM

GPT-5.1 Codex Max benchmark, API pricing, and provider data cover 270 API providers, with prices starting at $0.0062/request. GPT-5.1 Codex Max free API options are available from 2 providers. The page also shows measured API speed and first-token latency.

OpenAI GPT-5.1 Codex Max is a code-specialized variant in the GPT-5 series, optimized for code generation, debugging, and software development tasks.

Quality
0.0
LMSpeed score
Speed
56char/s
6.29 s
Cost
$0.0062/ 1M · 8:1 in:out
$0.0010 in · $0.0052 out

Category Performance

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

Coverage
5 / 8
Methodology
V3.0
Category PerformanceObserved-capability estimates with uncertainty reported separately from independent benchmark families.Agents49.9Coding50.8Reasoning54.4Knowledge50Math-Multilingual-Multimodal-Instruction following52.5
#1Reasoning54.4Estimated2/4 Measured dimensions
80% interval: 43.665.1
abstract logicPrior only
scientific causal56.5
critpt · critpt / gpqa · aa_gpqa_diamond / hle · aa_hle
multistep constraintsPrior only
evidence verification52.2
lcr · lcr
#2Instruction following52.5Provisional1/4 Measured dimensions
80% interval: 36.568.5
constraint followingPrior only
structured outputPrior only
novel instruction generalization52.5
ifbench · aa_if_bench
long multiturn instructionPrior only
#3Coding50.8Estimated2/4 Measured dimensions
80% interval: 39.062.7
code generation52.6
scicode · aa_sci_code
repository engineering49.1
vibecode · vibe_code_bench
debugging testingPrior only
tooling qualityPrior only
#4Knowledge50Provisional1/4 Measured dimensions
80% interval: 34.066.0
broad knowledge50
aa_omniscience · aa_omniscience_index
professional knowledgePrior only
factualityPrior only
retrieval open bookPrior only
#5Agents49.9Provisional1/4 Measured dimensions
80% interval: 33.965.9
planningPrior only
tool use49.9
tau · tau2_bench
environment executionPrior only
recovery reliabilityPrior only
No data:MathMultilingualMultimodal

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
Dec 2025
Documentation
Tokenizer
GPT
Architecture
text+image->text
Moderated
No
Supported parameters
include_reasoningmax_completion_tokensreasoningreasoning_effortresponse_formatseedstructured_outputstool_choicetools

Rankings

Excels at

Falls behind in

Detailed scores

Updated: Aug 14, 2026

Agents

V3.0

undefined metric} other undefined metrics}} · Provisional

Score49.980% interval33.9–65.91/4 Measured dimensionsΤ²-bench results83.0#51 / 82
Dimensions and evidence
Planning & decompositionPrior only
Tool use49.9
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
tau · tau2_bench · z -0.12 · q 1.00
Environment & long-horizon executionPrior only
Recovery & completion reliabilityPrior only
Τ²-bench resultsV3 evidence
LMSpeed rank#51
Score83.0
UpdatedAug 14, 2026
Confidence1

Coding

V3.0

undefined metric} other undefined metrics}} · Estimated

Score50.880% interval39.0–62.72/4 Measured dimensionsVibe Code Bench22.2#20 / 33AA-SciCode40.2#67 / 108
Dimensions and evidence
Code generation52.6
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
scicode · aa_sci_code · z 0.22 · q 1.00
Repository engineering49.1
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
vibecode · vibe_code_bench · z -0.13 · q 1.00
Debugging & testingPrior only
Tool-assisted development & qualityPrior only
Vibe Code BenchV3 evidence
LMSpeed rank#20
Score22.2
UpdatedAug 14, 2026
Confidence1
AA-SciCodeV3 evidence
LMSpeed rank#67
Score40.2
UpdatedAug 14, 2026
Confidence1

Reasoning

V3.0

undefined metric} other undefined metrics}} · Estimated

Score54.480% interval43.6–65.12/4 Measured dimensionsAA-LCR69.0#55 / 100CritPt5.7#38 / 83
Dimensions and evidence
Abstract logicPrior only
Scientific & causal reasoning56.5
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
critpt · critpt · z 0.30 · q 1.00
gpqa · aa_gpqa_diamond · z 0.58 · q 1.00
hle · aa_hle · z 0.51 · q 1.00
Multi-step constraintsPrior only
Evidence integration & verification52.2
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
lcr · lcr · z -0.06 · q 1.00
AA-LCRV3 evidence
LMSpeed rank#55
Score69.0
UpdatedAug 14, 2026
Confidence1
CritPtV3 evidence
LMSpeed rank#38
Score5.7
UpdatedAug 14, 2026
Confidence1

Knowledge

V3.0

undefined metric} other undefined metrics}} · Provisional

Score5080% interval34.0–66.01/4 Measured dimensionsArtificial Analysis Intelligence Index35.6#57 / 111AA-GPQA Diamond86.0#49 / 108
Dimensions and evidence
Broad knowledge50
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
aa_omniscience · aa_omniscience_index · z -0.08 · q 1.00
Professional knowledgePrior only
FactualityPrior only
Retrieval & open-book usePrior only
Artificial Analysis Intelligence IndexV3 evidence
LMSpeed rank#57
Score35.6
UpdatedAug 14, 2026
Confidence1
AA-GPQA Diamond
LMSpeed rank#49
Score86.0
UpdatedAug 14, 2026
Confidence1
AA-HLE
LMSpeed rank#54
Score25.7
UpdatedAug 14, 2026
Confidence1
AA-Omniscience Accuracy
LMSpeed rank#32
Score39.9
UpdatedAug 14, 2026
Confidence1
AA-Omniscience Hallucination Rate
LMSpeed rank#45
Score77.2
UpdatedAug 14, 2026
Confidence1

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}} · 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-Pro72.5#43 / 65
Dimensions and evidence
Perception & OCRPrior only
Document & spatial understandingPrior only
Visual reasoningPrior only
Video & grounded actionPrior only
AA-MMMU-Pro
LMSpeed rank#43
Score72.5
UpdatedAug 14, 2026
Confidence1

Instruction following

V3.0

undefined metric} other undefined metrics}} · Provisional

Score52.580% interval36.5–68.51/4 Measured dimensionsAA-IFBench70.0#37 / 84
Dimensions and evidence
Constraint followingPrior only
Structured outputPrior only
Novel-instruction generalization52.5
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
ifbench · aa_if_bench · z 0.05 · q 1.00
Multi-turn & long instructionsPrior only
AA-IFBenchV3 evidence
LMSpeed rank#37
Score70.0
UpdatedAug 14, 2026
Confidence1

OpenRouter endpoints

1 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
Azure
azure
$1.25/M$10/M100%undefined tokens / undefined tokens

Pricing Comparison

Compare GPT-5.1 Codex Max API pricing across 268 providers. Prices range from $0.0062/request to $1078.77/M. Yun API offers the lowest rate at $0.0062/request. 2 providers offer free API credits or a free tier.

ProviderHealthModel VariantGroupInput ($/M)Output ($/M)Speed (t/s)First tokenAudit
L1
100%
gpt-5.1-codex-max
default
$0.086/M
Cache read$0.0086/M
$0.685/M
L1
100%
gpt-5.1-codex-max
default
$0.021/request
-
L1
100%
gpt-5.1-codex-max-2025-12-04
default
$0.171/M
$1.37/M
L1
100%
gpt-5.1-codex-max-xhigh
CodeX_05_token
$0.086/M
$0.685/M
L1
100%
gpt-5.1-codex-max
default
$0.171/M
Cache read$0.017/M
$1.37/M
L1
100%
gpt-5.1-codex-max
default
$0.959/M
$7.67/M
L1
100%
gpt-5.1-codex-max
default
$1.25/M
$10.00/M
L1
100%
gpt-5.1-codex-max-2025-12-04
default
$75.00/M
$600.00/M
L1
100%
gpt-5.1-codex-max
原价分组
Free
Free
L1
100%
gpt-5.1-codex-max
gpt-azure
$1.25/M
$6.25/M
L1
100%
gpt-5.1-codex-max-2025-12-04
gpt-azure
$1.25/M
Cache read$0.125/M
$10.00/M
L1
100%
gpt-5.1-codex-max
default
$0.086/M
Cache read$0.0086/M
$0.685/M
L1
100%
gpt-5.1-codex-max
default
$0.051/M
Cache read$0.0051/M
$0.411/M
L1
100%
gpt-5.1-codex-max-2025-12-04
default
$71.92/M
$575.34/M
L1
100%
gpt-5.1-codex-max
openai-offical
$1.25/M
Cache read$0.125/M
$10.00/M
L1
99%
gpt-5.1-codex-max
az
$0.257/M
Cache read$0.026/MCache write$0.321/MCache write 1h$0.514/M
$2.05/M
L1
99%
gpt-5.1-codex-max-2025-12-04
az
$0.257/M
$2.05/M
L1
100%
openai/gpt-5.1-codex-max
default
$0.270/M
$2.16/M
L1
100%
gpt-5.1-codex-max
default
$0.675/M
$5.40/M
L1
100%
gpt-5.1-codex-max
default
$1.88/M
$15.00/M
Showing 20 model IDs of 51.

Alternatives & Similar Models

Frequently Asked Questions

What benchmark data does GPT-5.1 Codex Max include?
LMSpeed shows GPT-5.1 Codex Max benchmark context, API price, output speed, first-token latency, and provider data across 270 providers when those signals are available.
What is the GPT-5.1 Codex Max API price?
GPT-5.1 Codex Max has pricing from 270 providers, ranging from $0.0062/request to $1078.77/M. Yun API has the lowest listed price.
What does the GPT-5.1 Codex Max API pricing table include?
The GPT-5.1 Codex Max API pricing table compares 270 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 Codex Max API pricing?
Yun API currently has the lowest listed GPT-5.1 Codex Max price at $0.0062/request across 270 providers.
Can I compare GPT-5.1 Codex Max API price and speed together?
Yes. LMSpeed shows GPT-5.1 Codex Max 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 Codex Max API free?
Yes, GPT-5.1 Codex Max free API options are available through 2 providerundefined other undefined} on LMSpeed, including 兔子API, 兔子API. These providers offer free API credits or a free tier with no per-token charges.
Where can I get GPT-5.1 Codex Max free API access?
LMSpeed currently lists 2 free API providerundefined other undefined} for GPT-5.1 Codex Max: 兔子API, 兔子API. Check each provider row before using it because free tier limits can change.

Also known as

copilot/gpt-5.1-codex-maxgpt-5-1-codex-maxgpt-5.1-codex-maxgpt-5.1-codex-max-2025-12-04gpt-5.1-codex-max-fast

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.

Build with LMSpeed Data

Free

Free public API for LLM pricing, benchmarks & provider data

  • Real-time pricing & availability
  • Speed & latency benchmarks
  • 300+ models, 600+ providers
  • 1,000 requests/day
View API Documentation