OpenAI
·Released on Mar 5, 2026

GPT-5.4 API Benchmarks, Pricing & Provider Data

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GPT-5.4 benchmark, API pricing, and provider data cover undefined API provider} other undefined API providers}}, with prices starting at $0.0054/M. GPT-5.4 free API options are available from undefined provider} other undefined providers}}. The page also shows measured API speed and first-token latency.

OpenAI GPT-5.4 extends the GPT-5 family with stronger instruction following, deeper tool use, and improved performance on coding, math, and long-document analysis.

Quality
#41of 112
63.0
LMSpeed score
Speed
49char/s
4.45 s
Cost
#154of 186
$0.0054/ 1M · 8:1 in:out
$0.0009 in · $0.0045 out

Category Performance

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

Coverage
7 / 8
Methodology
V3.0
Category PerformanceObserved-capability estimates with uncertainty reported separately from independent benchmark families.Agents56.3Coding62.2Reasoning55.7Knowledge58.5Math56.8Multilingual-Multimodal52.5Instruction following54
#1Coding62.2Estimated2/4 Measured dimensions
80% interval: 51.972.5
code generation65.5
livecodebench · live_code_bench_pro / scicode · aa_sci_code
repository engineering59
react_native_bench · react_native_evals / swe_pro · swe_pro / vibecode · vibe_code_bench
debugging testingPrior only
tooling qualityPrior only
#2Knowledge58.5Provisional1/4 Measured dimensions
80% interval: 43.573.6
broad knowledgePrior only
professional knowledge58.5
healthbench · health_bench_hard / medxpert · med_xpert_qa_text
factualityPrior only
retrieval open bookPrior only
#3Math56.8Provisional1/4 Measured dimensions
80% interval: 40.772.9
foundational mathPrior only
competition mathPrior only
proof frontier56.8
frontiermath · frontier_math_v2_tier4 / frontiermath · frontier_math_v2_tiers13
applied tool mathPrior only
#4Agents56.3RatedGlobal rank #194/4 Measured dimensions
80% interval: 51.261.4
planning58.3
deep_planning · gert_labs
tool use59.8
mcp_atlas · mcp_atlas / tau · tau2_bench / toolathlon · toolathlon
environment execution54.5
browsecomp · browse_comp / deep_search_qa · deep_search_qa / gdpval_aa · benchlm_agentic_gdpval_aa / osworld · os_world_verified / terminalbench · benchlm_agentic_terminal_bench2
recovery reliability52.6
apex_agents · apex_agents_aa / claw_eval · claw_eval / cyber_gym · cyber_gym / exploit_gym · exploit_gym / jobbench · job_bench / researchclaw · research_claw_bench
#5Reasoning55.7RatedGlobal rank #163/4 Measured dimensions
80% interval: 46.964.4
abstract logic50.7
arc_agi · arc_agi2
scientific causal59.1
critpt · critpt / gpqa · gpqa / hle · hle / hle · hle_no_tools
multistep constraintsPrior only
evidence verification57.2
lcr · lcr
#6Instruction following54Provisional1/4 Measured dimensions
80% interval: 38.070.0
constraint followingPrior only
structured outputPrior only
novel instruction generalization54
ifbench · aa_if_bench
long multiturn instructionPrior only
#7Multimodal52.5RatedGlobal rank #44/4 Measured dimensions
80% interval: 45.959.2
perception ocr46.7
simplevqa · simple_vqa
document spatial50.1
charxiv · charxiv
visual reasoning56.9
erqa · erqa / medxpert · med_xpert_qa_mm / mmmu_pro · mmmu_pro
video action56.5
screenspot · screen_spot_pro
No data:Multilingual

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

It's decent at

Falls behind in

Detailed scores

Updated: Sep 13, 2026

Overall

undefined metric} other undefined metrics}}

Overall score63.0#41 / 112
Overall score
LMSpeed rank#41
Score63.0
UpdatedSep 13, 2026
Confidence4

Pricing

undefined metric} other undefined metrics}}

Input price$2.50/M#154 / 186Output price$15.00/M#159 / 186
Input price
LMSpeed rank#154
Score$2.50/M
UpdatedSep 13, 2026
Confidence4
Output price
LMSpeed rank#159
Score$15.00/M
UpdatedSep 13, 2026
Confidence4

Agents

V3.0

undefined metric} other undefined metrics}} · Rated

Score56.3#1980% interval51.2–61.44/4 Measured dimensionsAgentic score72.0#29 / 77Terminal-Bench 2.075.1#13 / 53
Dimensions and evidence
Planning & decomposition58.3
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
deep_planning · gert_labs · z 1.12 · q 1.00
Tool use59.8
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
mcp_atlas · mcp_atlas · z -0.26 · q 1.00
tau · tau2_bench · z 1.50 · q 1.00
toolathlon · toolathlon · z 0.67 · q 1.00
Environment & long-horizon execution54.5
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
browsecomp · browse_comp · z 0.11 · q 1.00
deep_search_qa · deep_search_qa · z -0.52 · q 1.00
gdpval_aa · benchlm_agentic_gdpval_aa · z 0.36 · q 1.00
osworld · os_world_verified · z 0.18 · q 1.00
terminalbench · benchlm_agentic_terminal_bench2 · z 0.79 · q 1.00
Recovery & completion reliability52.6
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
apex_agents · apex_agents_aa · z 0.51 · q 1.00
claw_eval · claw_eval · z 0.11 · q 1.00
cyber_gym · cyber_gym · z 0.18 · q 1.00
exploit_gym · exploit_gym · z -0.84 · q 0.58
jobbench · job_bench · z 0.27 · q 1.00
researchclaw · research_claw_bench · z -0.89 · q 1.00
Agentic score
LMSpeed rank#29
Score72.0
UpdatedSep 13, 2026
Confidence4
Terminal-Bench 2.0V3 evidence
LMSpeed rank#13
Score75.1
UpdatedSep 13, 2026
Confidence4
CyberGymV3 evidence
LMSpeed rank#6
Score79.0
UpdatedSep 13, 2026
Confidence4
BrowseCompV3 evidence
LMSpeed rank#16
Score82.7
UpdatedSep 13, 2026
Confidence4
OSWorld-VerifiedV3 evidence
LMSpeed rank#11
Score75.0
UpdatedSep 13, 2026
Confidence4
MCP AtlasV3 evidence
LMSpeed rank#19
Score70.6
UpdatedSep 13, 2026
Confidence4
ToolathlonV3 evidence
LMSpeed rank#6
Score54.6
UpdatedSep 13, 2026
Confidence4
Τ²-bench resultsV3 evidence
LMSpeed rank#2
Score98.9
UpdatedSep 13, 2026
Confidence4
Claw-EvalV3 evidence
LMSpeed rank#13
Score60.3
UpdatedSep 13, 2026
Confidence4
DeepSearchQAV3 evidence
LMSpeed rank#12
Score73.6
UpdatedSep 13, 2026
Confidence4
APEX-Agents-AAV3 evidence
LMSpeed rank#7
Score33.3
UpdatedSep 13, 2026
Confidence4
GDPval-AA
LMSpeed rank#26
Score40.3
UpdatedSep 13, 2026
Confidence4
GDPval-AAV3 evidence
LMSpeed rank#26
Score1307.0
UpdatedSep 13, 2026
Confidence4
Gert LabsV3 evidence
LMSpeed rank#4
Score64.9
UpdatedSep 13, 2026
Confidence4
ResearchClawBenchV3 evidence
LMSpeed rank#13
Score15.3
UpdatedSep 13, 2026
Confidence4
JobBenchV3 evidence
LMSpeed rank#7
Score38.9
UpdatedSep 13, 2026
Confidence4
ExploitGymV3 evidence
LMSpeed rank#6
Score6.0
UpdatedSep 13, 2026
Confidence4
ApprenticeBench
LMSpeed rank#14
Score11.0
UpdatedSep 13, 2026
Confidence4
AA Agentic Index
LMSpeed rank#14
Score44.2
UpdatedSep 8, 2026
Confidence4

Coding

V3.0

undefined metric} other undefined metrics}} · Estimated

Score62.280% interval51.9–72.52/4 Measured dimensionsCoding score42.8#69 / 87LiveCodeBench Pro87.5#1 / 4
Dimensions and evidence
Code generation65.5
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
livecodebench · live_code_bench_pro · z 1.29 · q 0.50
scicode · aa_sci_code · z 1.31 · q 1.00
Repository engineering59
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
react_native_bench · react_native_evals · z 0.98 · q 1.00
swe_pro · swe_pro · z 0.11 · q 1.00
vibecode · vibe_code_bench · z 1.43 · q 1.00
Debugging & testingPrior only
Tool-assisted development & qualityPrior only
Coding score
LMSpeed rank#69
Score42.8
UpdatedSep 13, 2026
Confidence4
LiveCodeBench ProV3 evidence
LMSpeed rank#1
Score87.5
UpdatedSep 13, 2026
Confidence4
SWE-bench ProV3 evidence
LMSpeed rank#21
Score57.7
UpdatedSep 13, 2026
Confidence4
React Native EvalsV3 evidence
LMSpeed rank#1
Score85.3
UpdatedSep 13, 2026
Confidence4
Vibe Code BenchV3 evidence
LMSpeed rank#3
Score67.4
UpdatedSep 13, 2026
Confidence4
AA Coding Index
LMSpeed rank#21
Score71.0
UpdatedSep 13, 2026
Confidence4
AA-SciCodeV3 evidence
LMSpeed rank#10
Score56.6
UpdatedSep 8, 2026
Confidence4
EEBench
LMSpeed rank#9
Score38.5
UpdatedAug 20, 2026
Confidence3

Reasoning

V3.0

undefined metric} other undefined metrics}} · Rated

Score55.7#1680% interval46.9–64.43/4 Measured dimensionsGPQA74.8%#122 / 218HLE11.3%#116 / 216
Dimensions and evidence
Abstract logic50.7
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
arc_agi · arc_agi2 · z 0.00 · q 1.00
Scientific & causal reasoning59.1
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
critpt · critpt · z 0.87 · q 1.00
gpqa · gpqa · z 0.61 · q 1.00
hle · hle · z 0.60 · q 1.00
hle · hle_no_tools · z -0.33 · 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
GPQAV3 evidence
LMSpeed rank#122
Score74.8%
UpdatedSep 13, 2026
Confidence4
HLEV3 evidence
LMSpeed rank#116
Score11.3%
UpdatedSep 13, 2026
Confidence4
AA-LCRV3 evidence
LMSpeed rank#14
Score82.0
UpdatedSep 13, 2026
Confidence4
CritPtV3 evidence
LMSpeed rank#11
Score23.4
UpdatedSep 13, 2026
Confidence4
Reasoning score
LMSpeed rank#51
Score57.2
UpdatedSep 13, 2026
Confidence4
ARC-AGI-2V3 evidence
LMSpeed rank#10
Score74.0
UpdatedSep 13, 2026
Confidence4
ARC-AGI-3
LMSpeed rank#9
Score0.2
UpdatedSep 13, 2026
Confidence4

Knowledge

V3.0

undefined metric} other undefined metrics}} · Provisional

Score58.580% interval43.5–73.61/4 Measured dimensionsKnowledge score74.3#30 / 83HLE w/o tools39.8#15 / 22
Dimensions and evidence
Broad knowledgePrior only
Professional knowledge58.5
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
healthbench · health_bench_hard · z 0.66 · q 1.00
medxpert · med_xpert_qa_text · z 0.45 · q 0.50
FactualityPrior only
Retrieval & open-book usePrior only
Knowledge score
LMSpeed rank#30
Score74.3
UpdatedSep 13, 2026
Confidence4
HLE w/o tools
LMSpeed rank#15
Score39.8
UpdatedSep 13, 2026
Confidence4
GPQA-D
LMSpeed rank#9
Score92.8
UpdatedSep 13, 2026
Confidence4
HealthBench HardV3 evidence
LMSpeed rank#1
Score40.1
UpdatedSep 13, 2026
Confidence4
MedXpertQA (Text)V3 evidence
LMSpeed rank#2
Score59.6
UpdatedSep 13, 2026
Confidence4
Artificial Analysis Intelligence Index
LMSpeed rank#29
Score39.0
UpdatedSep 13, 2026
Confidence4
AA-GPQA Diamond
LMSpeed rank#21
Score92.0
UpdatedSep 13, 2026
Confidence4
AA-HLE
LMSpeed rank#15
Score43.7
UpdatedSep 13, 2026
Confidence4
AA-Omniscience Index
LMSpeed rank#28
Score5.8
UpdatedSep 13, 2026
Confidence4
AA-Omniscience Accuracy
LMSpeed rank#15
Score50.8
UpdatedSep 13, 2026
Confidence4
AA-Omniscience Hallucination Rate
LMSpeed rank#13
Score91.7
UpdatedSep 13, 2026
Confidence4
HealthBench Professional
LMSpeed rank#7
Score48.1
UpdatedSep 13, 2026
Confidence4

Math

V3.0

undefined metric} other undefined metrics}} · Provisional

Score56.880% interval40.7–72.91/4 Measured dimensionsMath score64.5#24 / 63FrontierMath v2 (Tiers 1-3)47.6#7 / 47
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_v2_tier4 · z 0.90 · q 1.00
frontiermath · frontier_math_v2_tiers13 · z 0.61 · q 1.00
Applied & tool-assisted mathPrior only
Math score
LMSpeed rank#24
Score64.5
UpdatedSep 13, 2026
Confidence4
FrontierMath v2 (Tiers 1-3)V3 evidence
LMSpeed rank#7
Score47.6
UpdatedSep 13, 2026
Confidence4
FrontierMath v2 (Tier 4)V3 evidence
LMSpeed rank#9
Score27.1
UpdatedSep 13, 2026
Confidence4

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}} · Rated

Score52.5#480% interval45.9–59.24/4 Measured dimensionsMultimodal Grounded score69.3#28 / 56MMMU-Pro81.2#7 / 31
Dimensions and evidence
Perception & OCR46.7
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
simplevqa · simple_vqa · z -0.43 · q 1.00
Document & spatial understanding50.1
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
charxiv · charxiv · z 0.17 · q 1.00
Visual reasoning56.9
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
erqa · erqa · z -0.01 · q 1.00
medxpert · med_xpert_qa_mm · z 0.33 · q 0.75
mmmu_pro · mmmu_pro · z 0.69 · q 1.00
Video & grounded action56.5
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
screenspot · screen_spot_pro · z 0.53 · q 1.00
Multimodal Grounded score
LMSpeed rank#28
Score69.3
UpdatedSep 13, 2026
Confidence4
MMMU-ProV3 evidence
LMSpeed rank#7
Score81.2
UpdatedSep 13, 2026
Confidence4
OfficeQA Pro
LMSpeed rank#8
Score53.2
UpdatedSep 13, 2026
Confidence4
MMMU-Pro w/ Python
LMSpeed rank#4
Score82.1
UpdatedSep 13, 2026
Confidence4
CharXivV3 evidence
LMSpeed rank#12
Score82.8
UpdatedSep 13, 2026
Confidence4
ERQAV3 evidence
LMSpeed rank#5
Score65.4
UpdatedSep 13, 2026
Confidence4
SimpleVQAV3 evidence
LMSpeed rank#5
Score61.1
UpdatedSep 13, 2026
Confidence4
ScreenSpot ProV3 evidence
LMSpeed rank#3
Score85.4
UpdatedSep 13, 2026
Confidence4
ZeroBench
LMSpeed rank#1
Score41.0
UpdatedSep 13, 2026
Confidence4
MedXpertQA (MM)V3 evidence
LMSpeed rank#3
Score77.1
UpdatedSep 13, 2026
Confidence4
AA-MMMU-Pro
LMSpeed rank#23
Score78.4
UpdatedSep 13, 2026
Confidence4
Design Arena Website
LMSpeed rank#42
Score1232.0
UpdatedSep 13, 2026
Confidence4

Instruction following

V3.0

undefined metric} other undefined metrics}} · Provisional

Score5480% interval38.0–70.01/4 Measured dimensionsAA-IFBench73.9#21 / 84Instruction Following score90.6#16 / 52
Dimensions and evidence
Constraint followingPrior only
Structured outputPrior only
Novel-instruction generalization54
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
ifbench · aa_if_bench · z 0.24 · q 1.00
Multi-turn & long instructionsPrior only
AA-IFBenchV3 evidence
LMSpeed rank#21
Score73.9
UpdatedSep 13, 2026
Confidence4
Instruction Following score
LMSpeed rank#16
Score90.6
UpdatedSep 13, 2026
Confidence4

OpenRouter endpoints

7 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/fast
$5/M$30/M100%undefined tokens / undefined tokens
Azure
azure
$2.50/M$15/M100.0%undefined tokens / undefined tokens
OpenAI
openai/flex
$1.25/M$7.50/M99.0%undefined tokens / undefined tokens
OpenAI
openai
$2.50/M$15/M98.3%undefined tokens / undefined tokens
Azure
azure/eu
$2.75/M$16.50/Mundefined tokens / undefined tokens
Azure
azure/us
$2.75/M$16.50/Mundefined tokens / undefined tokens
Amazon Bedrock
amazon-bedrock/us-east-1
$2.75/M$16.50/Mundefined tokens / undefined tokens

Pricing Comparison

Compare GPT-5.4 API pricing across 569 providers. Prices range from $0.0054/M to $7425.00/M. 熊猫 API offers the lowest rate at $0.0054/M. 17 providers offer free API credits or a free tier.

ProviderHealthModel VariantGroupInput ($/M)Output ($/M)Speed (t/s)First tokenAudit
L1
100%
gpt-5.4
default
$2.50/M
Cache read$0.250/M
$15.00/M
86.2 t/s
6.12 s
L1
100%
gpt-5.4-openai-compact
default
$2.50/M
Cache read$0.250/M
$15.00/M
L1
100%
gpt-5.4
default
$2.68/M
Cache read$0.268/M
$16.06/M
71.2 t/s
1.63 s
L1
0%
gpt-5.4
default
$2.50/M
Cache read$0.250/M
$15.00/M
68.0 t/s
2.15 s
L1
100%
gpt-5.4
default
$0.073/request
-
59.9 t/s
2.48 s
L1
100%
gpt-5.4-openai-compact
default
$0.730/request
-
L1
0%
gpt-5.4
OpenAI
-86%$0.342/M
Cache read$0.034/M
-86%$2.05/M
53.1 t/s
5.11 s
L1
98%
gpt-5.4
default
-86%$0.342/M
Cache read$0.034/M
-86%$2.05/M
51.3 t/s
2.92 s
L1
98%
gpt-5.4-openai-compact
default
$10.27/M
$61.64/M
L1
98%
GPT-5.4
default
$10.27/M
-32%$10.27/M
L1
100%
gpt-5.4
default
-97%$0.084/M
Cache read$0.0084/M
-97%$0.503/M
51.0 t/s
2.53 s
L1
0%
gpt-5.4
default
$12.50/M
Cache read$1.25/M
$75.00/M
50.9 t/s
6.04 s
L1
0%
gpt-5.4-openai-compact
default
$12.50/M
Cache read$1.25/MCache write$1.25/MCache write 1h$2.00/M
$75.00/M
L1
99%
gpt-5.4
codex-mix
-18%$2.05/M
-18%$12.33/M
50.8 t/s
1.44 s
L1
99%
gpt-5.4-openai-compact
codex-mix
-97%$0.068/M
Cache read$0.0068/MCache write$0.085/MCache write 1h$0.137/M
-97%$0.411/M
L1
100%
gpt-5.4
default
$75.00/M
$450.00/M
50.1 t/s
1.42 s
L1
100%
gpt-5.4
编程
$75.00/M
$600.00/M
49.7 t/s
5.48 s
L1
99%
gpt-5.4
default
$35.71/M
Cache read$3.57/M
$214.29/M
46.3 t/s
3.29 s
L1
99%
gpt-5.4
default
-89%$0.274/M
Cache read$0.027/M
-89%$1.64/M
44.2 t/s
1.12 s
L1
99%
gpt-5.4
default
$2.50/M
Cache read$1.41/MCache write$2.34/MCache write 1h$3.75/M
$15.00/M
43.1 t/s
2.39 s
Showing 20 model IDs of 214.

Alternatives & Similar Models

Frequently Asked Questions

What benchmark data does GPT-5.4 include?
LMSpeed shows GPT-5.4 benchmark context, API price, output speed, first-token latency, and provider data across 586 providers when those signals are available.
What is the GPT-5.4 API price?
GPT-5.4 has pricing from undefined provider} other undefined providers}}, ranging from $0.0054/M to $7425.00/M. 熊猫 API has the lowest listed price.
What does the GPT-5.4 API pricing table include?
The GPT-5.4 API pricing table compares 586 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 API pricing?
熊猫 API currently has the lowest listed GPT-5.4 price at $0.0054/M across undefined provider} other undefined providers}}.
Can I compare GPT-5.4 API price and speed together?
Yes. LMSpeed shows GPT-5.4 API price, output speed, first-token latency, and provider health on the same page so you can compare cost and performance together.
Is GPT-5.4 API free?
Yes, GPT-5.4 free API options are available through 17 providerundefined other undefined} on LMSpeed, including 兔子API, 兔子API, 兔子API, 兔子API, 180txt API. These providers offer free API credits or a free tier with no per-token charges.
Where can I get GPT-5.4 free API access?
LMSpeed currently lists 17 free API providerundefined other undefined} for GPT-5.4: 兔子API, 兔子API, 兔子API, 兔子API, 180txt API. Check each provider row before using it because free tier limits can change.

Also known as

gpt-5.411/gpt-5.415/gpt-5.464/gpt-5.464/gpt-5.4-2026-03-05

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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