OpenAI
·Released on Mar 5, 2026

GPT-5.4 Pro API Benchmarks, Pricing & Provider Data

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GPT-5.4 Pro benchmark, API pricing, and provider data cover 656 API providers, with prices starting at $0.719/M. GPT-5.4 Pro free API options are available from 3 providers.

OpenAI GPT-5.4 Pro is a high-capability language model in the GPT-5 series, offering enhanced reasoning, code generation, and multimodal capabilities.

Quality
#4of 100
79.0
LMSpeed score
Cost
#179of 181
$0.719/ 1M · 8:1 in:out
$0.115 in · $0.604 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.Agents60.4Coding-Reasoning59.1Knowledge62.1Math56.8Multilingual-Multimodal73Instruction following-
#1Multimodal73Provisional1/4 Measured dimensions
80% interval: 56.989.1
perception ocrPrior only
document spatialPrior only
visual reasoning73
mmmu_pro · mmmu_pro
video actionPrior only
#2Knowledge62.1Provisional1/4 Measured dimensions
80% interval: 46.178.2
broad knowledge62.1
benchlm_category_knowledge · benchlm_category_knowledge
professional knowledgePrior only
factualityPrior only
retrieval open bookPrior only
#3Agents60.4Provisional1/4 Measured dimensions
80% interval: 44.376.5
planningPrior only
tool usePrior only
environment execution60.4
browsecomp · browse_comp
recovery reliabilityPrior only
#4Reasoning59.1Estimated2/4 Measured dimensions
80% interval: 47.970.4
abstract logic55.8
arc_agi · arc_agi2
scientific causal62.4
critpt · critpt / hle · hle / hle · hle_no_tools
multistep constraintsPrior only
evidence verificationPrior only
#5Math56.8Provisional1/4 Measured dimensions
80% interval: 40.772.9
foundational mathPrior only
competition mathPrior only
proof frontier56.8
frontiermath · frontier_math / frontiermath · frontier_math_v2_tier4 / frontiermath · frontier_math_v2_tiers13
applied tool mathPrior only
No data:CodingMultilingualInstruction following

Specifications

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

INPUT
1.1Mtokens
1.3K pages of text
OUTPUT
128Ktokens
8K128K1M4M
1.1M

Features

Technical Details

Input
Output
Released
Mar 2026
Documentation
Tokenizer
GPT
Architecture
text+image+file->text
Moderated
Yes
Supported parameters
include_reasoningmax_completion_tokensmax_tokensreasoningreasoning_effortresponse_formatseedstructured_outputstool_choicetools

Rankings

Excels at

Falls behind in

Detailed scores

Updated: Sep 1, 2026

Overall

undefined metric} other undefined metrics}}

Overall score79.0#4 / 100
Overall score
LMSpeed rank#4
Score79.0
UpdatedAug 20, 2026
Confidence2

Pricing

undefined metric} other undefined metrics}}

Input price$30.00/M#179 / 181Output price$180.00/M#180 / 181
Input price
LMSpeed rank#179
Score$30.00/M
UpdatedSep 1, 2026
Confidence4
Output price
LMSpeed rank#180
Score$180.00/M
UpdatedSep 1, 2026
Confidence4

Agents

V3.0

undefined metric} other undefined metrics}} · Provisional

Score60.480% interval44.3–76.51/4 Measured dimensionsAgentic score82.0#18 / 69BrowseComp89.3#5 / 31
Dimensions and evidence
Planning & decompositionPrior only
Tool usePrior only
Environment & long-horizon execution60.4
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
browsecomp · browse_comp · z 0.98 · q 1.00
Recovery & completion reliabilityPrior only
Agentic score
LMSpeed rank#18
Score82.0
UpdatedAug 20, 2026
Confidence2
BrowseCompV3 evidence
LMSpeed rank#5
Score89.3
UpdatedAug 20, 2026
Confidence2

Coding

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Code generationPrior only
Repository engineeringPrior only
Debugging & testingPrior only
Tool-assisted development & qualityPrior only

Reasoning

V3.0

undefined metric} other undefined metrics}} · Estimated

Score59.180% interval47.9–70.42/4 Measured dimensionsHLE58.7%#1 / 210Reasoning score83.2#4 / 29
Dimensions and evidence
Abstract logic55.8
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
arc_agi · arc_agi2 · z 0.60 · q 1.00
Scientific & causal reasoning62.4
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
critpt · critpt · z 1.11 · q 1.00
hle · hle · z 1.44 · q 1.00
hle · hle_no_tools · z 0.14 · q 1.00
Multi-step constraintsPrior only
Evidence integration & verificationPrior only
HLEV3 evidence
LMSpeed rank#1
Score58.7%
UpdatedAug 20, 2026
Confidence2
Reasoning score
LMSpeed rank#4
Score83.2
UpdatedAug 20, 2026
Confidence2
ARC-AGI-2V3 evidence
LMSpeed rank#5
Score83.3
UpdatedAug 20, 2026
Confidence2
CritPtV3 evidence
LMSpeed rank#3
Score30.0
UpdatedAug 20, 2026
Confidence2

Knowledge

V3.0

undefined metric} other undefined metrics}} · Provisional

Score62.180% interval46.1–78.21/4 Measured dimensionsKnowledge score88.0#3 / 69FrontierScience36.7#1 / 1
Dimensions and evidence
Broad knowledge62.1
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
benchlm_category_knowledge · benchlm_category_knowledge · z 1.37 · q 1.00
Professional knowledgePrior only
FactualityPrior only
Retrieval & open-book usePrior only
Knowledge scoreV3 evidence
LMSpeed rank#3
Score88.0
UpdatedAug 20, 2026
Confidence2
FrontierScience
LMSpeed rank#1
Score36.7
UpdatedAug 20, 2026
Confidence2
FrontierScience Research
LMSpeed rank#1
Score36.7
UpdatedAug 20, 2026
Confidence2
HLE w/o tools
LMSpeed rank#10
Score42.7
UpdatedAug 20, 2026
Confidence2

Math

V3.0

undefined metric} other undefined metrics}} · Provisional

Score56.880% interval40.7–72.91/4 Measured dimensionsMath score70.6#21 / 62IPhO 2025 (Theory)93.5#1 / 1
Dimensions and evidence
Foundational mathPrior only
Competition mathPrior only
Advanced proofs56.8
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
frontiermath · frontier_math · z -0.09 · q 0.58
frontiermath · frontier_math_v2_tier4 · z 1.25 · q 1.00
frontiermath · frontier_math_v2_tiers13 · z 0.67 · q 1.00
Applied & tool-assisted mathPrior only
Math score
LMSpeed rank#21
Score70.6
UpdatedAug 20, 2026
Confidence2
IPhO 2025 (Theory)
LMSpeed rank#1
Score93.5
UpdatedAug 20, 2026
Confidence2
FrontierMath (legacy)V3 evidence
LMSpeed rank#6
Score50.0
UpdatedAug 20, 2026
Confidence2
FrontierMath v2 (Tiers 1-3)V3 evidence
LMSpeed rank#6
Score50.0
UpdatedAug 20, 2026
Confidence2
FrontierMath v2 (Tier 4)V3 evidence
LMSpeed rank#5
Score37.5
UpdatedAug 20, 2026
Confidence2

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}} · Provisional

Score7380% interval56.9–89.11/4 Measured dimensionsMultimodal Grounded score88.5#1 / 44MMMU-Pro94.0#1 / 31
Dimensions and evidence
Perception & OCRPrior only
Document & spatial understandingPrior only
Visual reasoning73
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
mmmu_pro · mmmu_pro · z 3.00 · q 1.00
Video & grounded actionPrior only
Multimodal Grounded score
LMSpeed rank#1
Score88.5
UpdatedAug 20, 2026
Confidence2
MMMU-ProV3 evidence
LMSpeed rank#1
Score94.0
UpdatedAug 20, 2026
Confidence2

Instruction following

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Constraint followingPrior only
Structured outputPrior only
Novel-instruction generalizationPrior only
Multi-turn & long instructionsPrior only

OpenRouter endpoints

3 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
$30/M$180/M100%undefined tokens / undefined tokens
OpenAI
openai
$30/M$180/M99.6%undefined tokens / undefined tokens
OpenAI
openai/flex
$15/M$90/Mundefined tokens / undefined tokens

Pricing Comparison

Compare GPT-5.4 Pro API pricing across 653 providers. Prices range from $0.719/M to $495.00/M. Zhongzhuan Chat offers the lowest rate at $0.719/M. 3 providers offer free API credits or a free tier.

ProviderHealthModel VariantGroupInput ($/M)Output ($/M)Speed (t/s)First tokenAudit
L1
100%
gpt-5.4-pro
default
-93%$2.05/M
-93%$12.33/M
L1
100%
gpt-5.4-pro-2026-03-05
default
-93%$2.05/M
-93%$12.33/M
L1
100%
gpt-5.4-pro
azure-officially
-29%$21.43/M
-29%$128.57/M
L1
100%
gpt-5.4-pro
default
Free
Free
L1
100%
gpt-5.4-pro
default
-86%$4.11/M
-86%$24.66/M
L1
100%
gpt-5.4-pro-2026-03-05
default
-86%$4.11/M
-86%$24.66/M
L1
100%
gpt-5.4-pro
default
-86%$4.11/M
-86%$24.66/M
L1
100%
gpt-5.4-pro-2026-03-05
default
-86%$4.11/M
-86%$24.66/M
L1
100%
gpt-5.4-pro
default
$75.00/M
$450.00/M
L1
100%
gpt-5.4-pro-2026-03-05
default
$75.00/M
$450.00/M
L1
100%
gpt-5.4-pro
官方优惠
Free
Free
L1
100%
gpt-5.4-pro
gpt-azure
-73%$7.97/M
-73%$47.83/M
L1
100%
gpt-5.4-pro
gpt-azure
$30.00/M
$180.00/M
L1
100%
gpt-5.4-pro-2026-03-05
gpt-azure
$30.00/M
$180.00/M
L1
100%
gpt-5.4-pro-2026-03-05
default
-93%$2.05/M
-93%$12.33/M
L1
100%
gpt-5.4-pro
default
-93%$2.05/M
-93%$12.33/M
L1
100%
gpt-5.4-pro-2026-03-05
azure
-94%$1.81/M
-92%$14.47/M
L1
100%
gpt-5.4-pro
azure
-94%$1.81/M
-92%$14.47/M
L1
100%
gpt-5.4-pro
official
$30.00/M
Cache read$30.00/M
$180.00/M
L1
100%
gpt-5.4-pro
Azure-GPT
$90.00/M
Cache read$9.00/M
$540.00/M
Showing 20 model IDs of 65.

Alternatives & Similar Models

Frequently Asked Questions

What benchmark data does GPT-5.4 Pro include?
LMSpeed shows GPT-5.4 Pro benchmark context, API price, output speed, first-token latency, and provider data across 656 providers when those signals are available.
What is the GPT-5.4 Pro API price?
GPT-5.4 Pro has pricing from 656 providers, ranging from $0.719/M to $495.00/M. Zhongzhuan Chat has the lowest listed price.
What does the GPT-5.4 Pro API pricing table include?
The GPT-5.4 Pro API pricing table compares 656 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-5.4 Pro API pricing?
Zhongzhuan Chat currently has the lowest listed GPT-5.4 Pro price at $0.719/M across 656 providers.
Is GPT-5.4 Pro API free?
Yes, GPT-5.4 Pro free API options are available through 3 providerundefined other undefined} on LMSpeed, including APIMart, 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-5.4 Pro free API access?
LMSpeed currently lists 3 free API providerundefined other undefined} for GPT-5.4 Pro: APIMart, 兔子API, 兔子API. Check each provider row before using it because free tier limits can change.

Also known as

[图]/gpt-5.4-prob/gpt-5.4-prob/gpt-5.4-pro-2026-03-05gpt-5-4-progpt-5.4-pro

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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