GPT-5.4 Nano
GPT-5.4 Nano is OpenAI’s most affordable GPT-5.4 variant for high-volume standard tasks such as classification, extraction, and ranking. With a context window of 272,000 tokens and up to 128,000 tokens of output, the model is well-suited for batch processing and sub-agent routing. Available exclusively via the OpenAI API at low cost.
- Proprietary
- Frontier
- OpenAI
- Text
- Vision
- Instruction-Tuned
- Real-Time
Sovereign Risk: MEDIUM OpenAI is a US-based company and subject to the CLOUD Act. When using the API, input data leaves the local network — government access to processed data is legally possible.
Key metrics
Score · Latency · Cost · Quality
- Total Score Silver
- 68.07
- Routine
- 41.6
- Reasoning
- 26.47
- LLM Judge Avg
- 3.53 / 5
- 100 Coverage
- Avg Task Duration
- 4.52s
- Real-Time
- Token Rate
- 124.55tok/s
- Output Rate
- P95 Latency
- 13.86s
- Top 5 %
- Total Tokens
- 56300
- Output Volume
- Cost per 1K
- $0.0012
- USD / 1K Requests
- Benchmark Cost
- $0.07
- Total · 56300 tok
Benchmark modules
10 modules · weighted · vs. model median & top performer
GPT-5.4 Nano
Best model
Ø All models
Code Quality
71.44
CLI Benchmark
78.67
Logical Reasoning
67.03
UX Writing
69.45
Documentation
67.85
Content Transform.
79.68
Cultural Intelligence
67.04
Synthesis Quality
46.67
Tool Execution
67.5
ToolUse Score
48.71
Benchmark Cost
$0.07
Token efficiency & latency
Consumption per module vs. model median
Token consumption per module
Performance profile
Key metrics – legend
Score
- Total Score
- Overall score derived from Routine and Reasoning scores. Basis for the fleet rank and tier assignment (Gold / Silver / Bronze).
- Routine
- Score for standard tasks: code generation, text transformation, structured outputs. Weighted by task complexity.
- Reasoning
- Score for analytical and logical tasks: multi-step problem solving, mathematical reasoning, structured argumentation.
- Rank
- Position in the fleet comparison, sorted by Total Score. Refers to the snapshot at the time of testing.
LLM Judge
- LLM Judge Ø
- Average quality rating by an independent judge model on a scale of 1–5.
- Coverage
- Share of tasks for which a judge rating is available. 100% means all responses were evaluated.
Latency & speed
- Avg. Task Duration
- Average time per task from the first to the last token of the response, measured across all benchmark tasks.
- Token Rate
- Output speed in tokens per second. Relevant for interactive applications and real-time streaming.
- P95 Latency
- 95th percentile of response times — shows outliers. Lower values mean fewer long wait times in edge cases.
Cost
- Cost per 1K
- API price per 1,000 output tokens in US dollars. Basis for cost calculation in production use.
- Benchmark Cost
- Total cost for the complete benchmark run of this model.