OpenAI · Frontier
GPT 5.1
Optimized GPT-5.1 routing for lower latency and higher availability.
- Reasoning
- Tools
- Vision
- Structured output
- PDF input
- Input
- Text, Images
- Output
- Text
- Reasoning effort
- none · low · medium · high
- Discovery tier
- Frontier
Pricing
USD per 1M tokens- Input
- $1.25
- Output
- $10.00
- Cache read
- $0.13
Reference prices as published by the model provider. API example
Specifications
- Context window
- 400K
- Max output
- 128K
- Average output (7 days)
- 294 tokens
- Longer than 31% of 465 models
Side by side
Compare models
Put GPT 5.1 next to up to three other models. The comparison stays in the link, so you can share it.
Public evaluations
Benchmarks
Independent evaluation results, with how each score ranks among the models in the Noumen catalog.
Intelligence Index
13.3
Better than 33% of 326 scored models
Indexes
Math Index
38.0Composite of the math evaluations
Better than 37% of 118 scored models
Document reasoning
AA-LCRv1.1
45.0%Reasoning across long documents
Better than 21% of 309 scored models
Reasoning and knowledge
Humanity’s Last Exam
5.3%Expert-level questions across academic fields
Better than 17% of 323 scored models
GPQA Diamond
64.3%Graduate-level science questions
Better than 21% of 291 scored models
MMLU-Pro
80.1%Multi-subject knowledge and reasoning
Better than 50% of 132 scored models
IFBench
43.2%Following precise output instructions
Better than 36% of 215 scored models
Coding
LiveCodeBench
49.4%Recent competitive programming problems
Better than 41% of 129 scored models
Math
AIME 2025
38.0%Competition mathematics, 2025 problems
Better than 37% of 118 scored models
Legacy evaluations
Terminal-Bench Hard
22.7%Earlier terminal task suite
Better than 42% of 212 scored models
τ²-Bench Telecom
46.5%Tool use in a customer-support simulation
Better than 37% of 214 scored models
AA-LCR (unversioned)
45.0%Long-context reasoning, earlier grading
Better than 21% of 309 scored models
Scores from Artificial Analysis, updated Oct 26, 2026. Artificial Analysis
- #3Vision Style Control · Creative Writing1284.6
- #4Vision Style Control · Captioning1248.2
- #11Vision Style Control · Entity Recognition1228.2
Ranks among Noumen catalog models on LMArena leaderboards. Only top-20 placements are listed.LMArena
Live routing data
Performance and reliability
Recent averages across requests routed for this model. Your own speed depends on prompt length, reasoning effort and load.
- Prompt cache hits
- 48.4%
- About $0.71 per 1M input tokens with caching
- Request success (24h)
- 100.0%
- Reliable
Cache hits are the share of input tokens recently served from a prompt cache across all requests. They are not a forecast of your own hit rate.
- Healthy (98% or more)
- Degraded (90–98%)
- Down (under 90%)
- No requests
Developers
Use it through the API
Noumen’s API is OpenAI-compatible: any Chat Completions client works with a base URL and a key.
curl https://www.noumen.xyz/api/v1/chat/completions \
-H "Authorization: Bearer $NOUMEN_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "openai/gpt-5.1",
"reasoning_effort": "medium",
"messages": [{ "role": "user", "content": "Explain this stack trace." }]
}'import os
from openai import OpenAI
client = OpenAI(base_url="https://www.noumen.xyz/api/v1", api_key=os.environ["NOUMEN_API_KEY"])
reply = client.chat.completions.create(
model="openai/gpt-5.1",
messages=[{"role": "user", "content": "Explain this stack trace."}],
)
print(reply.choices[0].message.content)OpenAI
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