OpenAI
·Released on Mar 17, 2026GPT-5.4 Nano API Benchmarks, Pricing & Provider Data
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LLM
GPT-5.4 Nano benchmark, API pricing, and provider data cover undefined API provider} other undefined API providers}}, with prices starting at $0.00003/request. GPT-5.4 Nano 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 Nano is a compact language model in the GPT-5 series, optimized for low-latency responses and efficient inference.
Quality
#87of 112
49.0
LMSpeed score
Speed
137char/s
3.38 s
Cost
#35of 186
$0.00003/ 1M · 8:1 in:out
$0.0000048 in · $0.0000252 out
Category Performance
Observed-capability estimates with uncertainty reported separately from independent benchmark families.
- Coverage
- 7 / 8
- Methodology
- V3.0
#1Instruction following54.8Provisional1/4 Measured dimensions
80% interval: 38.8–70.8
constraint followingPrior only
structured outputPrior only
novel instruction generalization54.8
ifbench · aa_if_bench
long multiturn instructionPrior only
#2Coding52.1Estimated2/4 Measured dimensions
80% interval: 40.3–64.0
code generation54.2
scicode · scicode
repository engineering50.1
vibecode · vibe_code_bench
debugging testingPrior only
tooling qualityPrior only
#3Math51.3Provisional1/4 Measured dimensions
80% interval: 35.3–67.4
foundational mathPrior only
competition mathPrior only
proof frontier51.3
frontiermath · frontier_math_v2_tier4 / frontiermath · frontier_math_v2_tiers13
applied tool mathPrior only
#4Reasoning49.9Estimated2/4 Measured dimensions
80% interval: 39.1–60.7
abstract logicPrior only
scientific causal45.6
critpt · critpt / gpqa · gpqa / hle · hle / hle · hle_no_tools
multistep constraintsPrior only
evidence verification54.2
lcr · lcr
#5Agents43.9RatedGlobal rank #533/4 Measured dimensions
80% interval: 35.8–52.1
planningPrior only
tool use43.9
mcp_atlas · mcp_atlas / tau · tau2_bench / toolathlon · toolathlon
environment execution36.1
gdpval_aa · benchlm_agentic_gdpval_aa / osworld · os_world_verified / terminalbench · benchlm_agentic_terminal_bench2
recovery reliability51.8
apex_agents · apex_agents_aa
#6Knowledge40.6Provisional1/4 Measured dimensions
80% interval: 26.6–54.6
broad knowledge40.6
aa_omniscience · aa_omniscience_index / benchlm_category_knowledge · benchlm_category_knowledge
professional knowledgePrior only
factualityPrior only
retrieval open bookPrior only
#7Multimodal31.2Provisional1/4 Measured dimensions
80% interval: 15.1–47.3
perception ocrPrior only
document spatialPrior only
visual reasoning31.2
mmmu_pro · mmmu_pro
video actionPrior only
No data:Multilingual
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
Rankings
Excels at
It's decent at
Falls behind in
Detailed scores
Updated: Sep 13, 2026Overall
undefined metric} other undefined metrics}}
Overall score49.0#87 / 112
Overall
undefined metric} other undefined metrics}}
Benchmark
LMSpeed rank
Score
Source
Updated
Confidence
Pricing
undefined metric} other undefined metrics}}
Input price$0.200/M#35 / 186Output price$1.25/M#63 / 186
Pricing
undefined metric} other undefined metrics}}
Benchmark
LMSpeed rank
Score
Source
Updated
Confidence
Agents
V3.0undefined metric} other undefined metrics}} · Rated
Score43.9#5380% interval35.8–52.13/4 Measured dimensionsAgentic score18.5#74 / 77Terminal-Bench 2.046.3#48 / 53
Agents
V3.0undefined metric} other undefined metrics}} · Rated
Dimensions and evidence
Planning & decompositionPrior only
Tool use43.9
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
mcp_atlas · mcp_atlas · z -1.42 · q 1.00
tau · tau2_bench · z 0.39 · q 1.00
toolathlon · toolathlon · z -1.31 · q 1.00
Environment & long-horizon execution36.1
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
gdpval_aa · benchlm_agentic_gdpval_aa · z -0.33 · q 1.00
osworld · os_world_verified · z -2.64 · q 1.00
terminalbench · benchlm_agentic_terminal_bench2 · z -1.05 · q 1.00
Recovery & completion reliability51.8
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
apex_agents · apex_agents_aa · z 0.00 · q 1.00
Benchmark
LMSpeed rank
Score
Source
Updated
Confidence
Coding
V3.0undefined metric} other undefined metrics}} · Estimated
Score52.180% interval40.3–64.02/4 Measured dimensionsSciCode47.2%#39 / 89Coding score62.5#20 / 87
Coding
V3.0undefined metric} other undefined metrics}} · Estimated
Dimensions and evidence
Code generation54.2
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
scicode · scicode · z 0.39 · q 1.00
Repository engineering50.1
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
vibecode · vibe_code_bench · z 0.04 · q 1.00
Debugging & testingPrior only
Tool-assisted development & qualityPrior only
Benchmark
LMSpeed rank
Score
Source
Updated
Confidence
SciCodeV3 evidence
LMSpeed rank#39
Score47.2%
Sourceartificialanalysis.ai
UpdatedSep 13, 2026
Confidence4
Reasoning
V3.0undefined metric} other undefined metrics}} · Estimated
Score49.980% interval39.1–60.72/4 Measured dimensionsGPQA81.7%#92 / 218HLE28.3%#63 / 216
Reasoning
V3.0undefined metric} other undefined metrics}} · Estimated
Dimensions and evidence
Abstract logicPrior only
Scientific & causal reasoning45.6
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
critpt · critpt · z 0.45 · q 1.00
gpqa · gpqa · z -0.97 · q 1.00
hle · hle · z -0.90 · q 1.00
hle · hle_no_tools · z -2.29 · q 1.00
Multi-step constraintsPrior only
Evidence integration & verification54.2
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
lcr · lcr · z 0.21 · q 1.00
Benchmark
LMSpeed rank
Score
Source
Updated
Confidence
Knowledge
V3.0undefined metric} other undefined metrics}} · Provisional
Score40.680% interval26.6–54.61/4 Measured dimensionsKnowledge score47.1#73 / 83HLE w/o tools24.3#22 / 22
Knowledge
V3.0undefined metric} other undefined metrics}} · Provisional
Dimensions and evidence
Broad knowledge40.6
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
aa_omniscience · aa_omniscience_index · z -0.88 · q 1.00
benchlm_category_knowledge · benchlm_category_knowledge · z -1.35 · q 1.00
Professional knowledgePrior only
FactualityPrior only
Retrieval & open-book usePrior only
Benchmark
LMSpeed rank
Score
Source
Updated
Confidence
Artificial Analysis Intelligence IndexV3 evidence
LMSpeed rank#81
Score21.2
Sourcebenchlm.ai
UpdatedSep 13, 2026
Confidence4
AA-Omniscience Hallucination Rate
LMSpeed rank#50
Score74.2
Sourcebenchlm.ai
UpdatedSep 13, 2026
Confidence4
Math
V3.0undefined metric} other undefined metrics}} · Provisional
Score51.380% interval35.3–67.41/4 Measured dimensionsMath score43.9#40 / 63FrontierMath v2 (Tiers 1-3)25.9#23 / 47
Math
V3.0undefined metric} other undefined metrics}} · Provisional
Dimensions and evidence
Foundational mathPrior only
Competition mathPrior only
Advanced proofs51.3
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
frontiermath · frontier_math_v2_tier4 · z 0.00 · q 1.00
frontiermath · frontier_math_v2_tiers13 · z 0.06 · q 1.00
Applied & tool-assisted mathPrior only
Benchmark
LMSpeed rank
Score
Source
Updated
Confidence
FrontierMath v2 (Tiers 1-3)V3 evidence
LMSpeed rank#23
Score25.9
Sourcebenchlm.ai
UpdatedSep 13, 2026
Confidence4
FrontierMath v2 (Tier 4)V3 evidence
LMSpeed rank#21
Score6.3
Sourcebenchlm.ai
UpdatedSep 13, 2026
Confidence4
Multilingual
V3.0undefined metric} other undefined metrics}} · No data
No data80% interval30.8–69.20/4 Measured dimensions
Multilingual
V3.0undefined metric} other undefined metrics}} · No data
Dimensions and evidence
Cross-language understandingPrior only
Multilingual generationPrior only
Reasoning transferPrior only
Low-resource robustnessPrior only
Multimodal
V3.0undefined metric} other undefined metrics}} · Provisional
Score31.280% interval15.1–47.31/4 Measured dimensionsMultimodal Grounded score23.8#54 / 56MMMU-Pro66.1#30 / 31
Multimodal
V3.0undefined metric} other undefined metrics}} · Provisional
Dimensions and evidence
Perception & OCRPrior only
Document & spatial understandingPrior only
Visual reasoning31.2
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
mmmu_pro · mmmu_pro · z -2.58 · q 1.00
Video & grounded actionPrior only
Benchmark
LMSpeed rank
Score
Source
Updated
Confidence
Instruction following
V3.0undefined metric} other undefined metrics}} · Provisional
Score54.880% interval38.8–70.81/4 Measured dimensionsAA-IFBench75.9#13 / 84Instruction Following score93.2#5 / 52
Instruction following
V3.0undefined metric} other undefined metrics}} · Provisional
Dimensions and evidence
Constraint followingPrior only
Structured outputPrior only
Novel-instruction generalization54.8
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
ifbench · aa_if_bench · z 0.35 · q 1.00
Multi-turn & long instructionsPrior only
Benchmark
LMSpeed rank
Score
Source
Updated
Confidence
OpenRouter endpoints
4 endpointsThird-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 endpoint | Input | Output | 1d uptime | 30m latency | 30m throughput | Context / output |
|---|---|---|---|---|---|---|
OpenAI openai/flex | $0.100/M | $0.625/M | 100% | — | — | undefined tokens / undefined tokens |
Azure azure | $0.200/M | $1.25/M | 100.0% | — | — | undefined tokens / undefined tokens |
Azure azure/us | $0.220/M | $1.38/M | 100.0% | — | — | undefined tokens / undefined tokens |
OpenAI openai | $0.200/M | $1.25/M | 99.3% | — | — | undefined tokens / undefined tokens |
Pricing Comparison
Compare GPT-5.4 Nano API pricing across 304 providers. Prices range from $0.00003/request to $300.00/M. CM-API 公益站 offers the lowest rate at $0.00003/request. 4 providers offer free API credits or a free tier.
| Provider | Health | Model Variant | Group | Input ($/M) | Output ($/M) | Speed (t/s) | First token | Audit |
|---|---|---|---|---|---|---|---|---|
L1 100% | gpt-5.4-nano | default | -93%$0.014/M | -93%$0.086/M | 147.0 t/s | 4.37 s | — | |
L1 100% | gpt-5.4-nano-2026-03-17 | default | -93%$0.014/M | -93%$0.086/M | — | — | — | |
L1 100% | gpt-5.4-nano | default | $0.300/M Cache read$0.030/M | $1.88/M | 117.8 t/s | 1.40 s | — | |
L1 100% | gpt-5.4-nano-2026-03-17 | default | $0.200/M | $1.25/M | — | — | — | |
L1 100% | gpt-5.4-nano | default | $0.200/M | $1.25/M | — | — | — | |
L1 100% | gpt-5.4-nano-high | default | $0.200/M | $1.25/M | — | — | — | |
L1 100% | gpt-5.4-nano-low | default | $0.200/M | $1.25/M | — | — | — | |
L1 100% | gpt-5.4-nano-medium | default | $0.200/M | $1.25/M | — | — | — | |
L1 100% | gpt-5.4-nano-xhigh | default | $0.200/M | $1.25/M | — | — | — | |
L1 100% | gpt-5.4-nano | default | -93%$0.014/M | -93%$0.086/M | — | — | — | |
L1 100% | gpt-5.4-nano-2026-03-17 | default | -93%$0.014/M | -93%$0.086/M | — | — | — | |
L1 100% | gpt-5.4-nano | default | -86%$0.027/M Cache read$0.0027/M | -86%$0.171/M | — | — | — | |
L1 100% | gpt-5.4-nano-2026-03-17 | default | -86%$0.027/M Cache read$0.0027/M | -86%$0.171/M | — | — | — | |
L1 100% | gpt-5.4-nano | default | -23%$0.153/M | -23%$0.959/M | — | — | — | |
L1 100% | gpt-5.4-nano | official | $0.200/M Cache read$0.020/M | $1.25/M | — | — | — | |
L1 100% | gpt-5.4-nano-2026-03-17 | AzuerPromo | -97%$0.0055/M Cache read$0.0000548/M | -97%$0.034/M | — | — | — | |
L1 100% | gpt-5.4-nano | AzuerPromo | -97%$0.0055/M Cache read$0.0000548/M | -97%$0.034/M | — | — | — | |
L1 100% | gpt-5.4-nano | Azure-Gpt-2 | -97%$0.0061/M | -97%$0.038/M | — | — | — | |
L1 100% | gpt-5.4-nano-2026-03-17 | Azure-Gpt-2 | -97%$0.0061/M | -97%$0.038/M | — | — | — | |
L1 100% | gpt-5.4-nano | default | -96%$0.0082/M Cache read$0.0008/M | -96%$0.051/M | — | — | — |
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Frequently Asked Questions
- What benchmark data does GPT-5.4 Nano include?
- LMSpeed shows GPT-5.4 Nano benchmark context, API price, output speed, first-token latency, and provider data across 308 providers when those signals are available.
- What is the GPT-5.4 Nano API price?
- GPT-5.4 Nano has pricing from undefined provider} other undefined providers}}, ranging from $0.00003/request to $300.00/M. CM-API 公益站 has the lowest listed price.
- What does the GPT-5.4 Nano API pricing table include?
- The GPT-5.4 Nano API pricing table compares 308 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 Nano API pricing?
- CM-API 公益站 currently has the lowest listed GPT-5.4 Nano price at $0.00003/request across undefined provider} other undefined providers}}.
- Can I compare GPT-5.4 Nano API price and speed together?
- Yes. LMSpeed shows GPT-5.4 Nano 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 Nano API free?
- Yes, GPT-5.4 Nano free API options are available through 4 providerundefined other undefined} on LMSpeed, including 兔子API, 兔子API, 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 Nano free API access?
- LMSpeed currently lists 4 free API providerundefined other undefined} for GPT-5.4 Nano: 兔子API, 兔子API, 兔子API, 兔子API. Check each provider row before using it because free tier limits can change.