OpenAI · Frontier
GPT Latest
Compatibility alias that routes to GPT 6 Astra, the newest GPT flagship for complex reasoning, coding, and agentic workflows.
- Reasoning
- Tools
- Vision
- Structured output
- PDF input
- Input
- Text, Images
- Output
- Text
- Reasoning effort
- low · medium · high · xhigh · max
- Discovery tier
- Frontier
Pricing
USD per 1M tokens- Input
- $10.00
- Output
- $50.00
- Cache read
- $1.00
- Cache write
- $12.50
Reference prices as published by the model provider. API example
Specifications
- Context window
- 1.1M
- Max output
- 128K
- Average output (7 days)
- 311 tokens
- Longer than 33% of 465 models
Side by side
GPT Latest compared
Specifications, prices, speed and benchmark scores next to each other. Benchmarks below show every compared model too.
| GPT LatestOpenAIThis model | GPT 5.4OpenAIRemove | |
|---|---|---|
| Provider | OpenAI | OpenAI |
| Discovery tier | Frontier | Frontier |
| Added | Mar 29, 2026 | Mar 5, 2026 |
| Limits | ||
| Context window | 1.05M | 1.05M |
| Max output | 128K | 128K |
| Average output | 311 tokens | 409 tokens |
| Pricing, USD per 1M tokens | ||
| Input | $10.00 | $2.50Best |
| Output | $50.00 | $15.00Best |
| Cache read | $1.00 | $0.25Best |
| Cache write | $12.50 | — |
| Performance | ||
| Throughput | 112.2 tok/s | — |
| Time to first token | 24.3 s | — |
| Request success (24h) | 97.3% | 100.0%Best |
| Benchmark indexes | ||
| Intelligence Index | 49.6Best | 18.2 |
| Coding Index | 76.7 | — |
| Capabilities | ||
| Reasoning | Yes | Yes |
| Tools | Yes | Yes |
| Vision | Yes | Yes |
| Structured output | Yes | Yes |
| PDF input | Yes | Yes |
| Reasoning effort | low, medium, high, xhigh, max | none, low, medium, high, xhigh |
Public evaluations
Benchmarks
Independent evaluation results, with how each score ranks among the models in the Noumen catalog.
- GPT Latest
- GPT 5.4
Intelligence Index
- GPT Latest49.6
- GPT 5.418.2
GPT Latest tested at medium reasoning effort
GPT Latest: Better than 96% of 326 scored models
Indexes
Coding Index
Composite of the coding evaluations
- GPT Latest: 76.7
- GPT 5.4: —
Agentic work
AutomationBench-AA
Workflow automation, penalized for guardrail violations
- GPT Latest: 64.6%
- GPT 5.4: —
AutomationBench-AA tasks completed
Workflows finished end to end without a guardrail violation
- GPT Latest: 33.6%
- GPT 5.4: —
AA-Briefcasev1.1
Agentic knowledge work, rated head to head
- GPT Latest: 1,460 Elo
- GPT 5.4: —
GDPval-AAv2.1
Economically valuable occupational tasks, rated head to head
- GPT Latest: 1,487 Elo
- GPT 5.4: —
Document reasoning
GDP.pdf
Professional reasoning over PDF documents, all-pass rate
- GPT Latest: 30.4%
- GPT 5.4: —
AA-LCRv1.1
Reasoning across long documents
- GPT Latest: 79.7%Top
- GPT 5.4: 58.3%
MLCR-AA
Long-context reasoning over medical records
- GPT Latest: 38.3%
- GPT 5.4: —
Reasoning and knowledge
Humanity’s Last Exam
Expert-level questions across academic fields
- GPT Latest: 52.7%Top
- GPT 5.4: 11.3%
GPQA Diamond
Graduate-level science questions
- GPT Latest: 93.9%Top
- GPT 5.4: 74.8%
IFBench
Following precise output instructions
- GPT Latest: —
- GPT 5.4: 48.4%
Coding
Terminal-Benchv4.0
Practical software engineering in a terminal
- GPT Latest: 49.5%
- GPT 5.4: —
SciCode
Scientific computing in Python
- GPT Latest: 54.2%
- GPT 5.4: —
Legacy evaluations
Terminal-Bench Hard
Earlier terminal task suite
- GPT Latest: —
- GPT 5.4: 37.9%
τ²-Bench Telecom
Tool use in a customer-support simulation
- GPT Latest: —
- GPT 5.4: 36.0%
AA-LCR (unversioned)
Long-context reasoning, earlier grading
- GPT Latest: 79.7%Top
- GPT 5.4: 58.3%
Scores from Artificial Analysis, updated Oct 26, 2026. GPT Latest was tested at medium reasoning effort; compare scores measured at the same effort.Artificial Analysis
- GPT Latest
- GPT 5.4
| Leaderboard | GPT Latest | GPT 5.4 |
|---|---|---|
| Roleplay | Not in top 20 | #17 · 19.9% |
Ranks among Noumen catalog models on Use cases leaderboards. Only top-20 placements are listed.
- GPT Latest
- GPT 5.4
| Leaderboard | GPT Latest | GPT 5.4 |
|---|---|---|
| Industry Mathematical | Not in top 20 | #19 · 1499.0 |
| Japanese | Not in top 20 | #14 · 1480.2 |
| Multi Turn | Not in top 20 | #14 · 1492.9 |
| Vision Style Control Overall | Not in top 20 | #16 · 1284.1 |
| Vision Style Control · Diagram | Not in top 20 | #11 · 1321.0 |
| Vision Style Control · English | Not in top 20 | #12 · 1280.9 |
| Vision Style Control · Homework | Not in top 20 | #10 · 1329.8 |
| Vision Style Control · Ocr | Not in top 20 | #16 · 1298.8 |
| Search Overall | Not in top 20 | #15 · 1199.1 |
| Document Overall | Not in top 20 | #11 · 1471.0 |
| Document Style Control Overall | Not in top 20 | #14 · 1470.1 |
Ranks among Noumen catalog models on LMArena leaderboards. Only top-20 placements are listed.LMArena
- GPT Latest
- GPT 5.4
| Leaderboard | GPT Latest | GPT 5.4 |
|---|---|---|
| Epoch Capabilities Index | Not in top 20 | #14 · 159.6 |
| FrontierMath v2 (Tiers 1–3) | Not in top 20 | #2 · 82.5% |
| SWE-bench Verified | Not in top 20 | #4 · 76.9% |
| GPQA Diamond | Not in top 20 | #1 · 94.6% |
Ranks among Noumen catalog models on Epoch AI leaderboards. Only top-20 placements are listed.Epoch AI
- GPT Latest
- GPT 5.4
| Leaderboard | GPT Latest | GPT 5.4 |
|---|---|---|
| ARC-AGI-1 | Not in top 20 | #18 · 94.5% |
| ARC-AGI-2 | Not in top 20 | #15 · 83.3% |
| ARC-AGI-3 (Default harness) | Not in top 20 | #17 · 0.2% |
Ranks among Noumen catalog models on ARC Prize leaderboards. Only top-20 placements are listed.ARC Prize
- GPT Latest
- GPT 5.4
| Leaderboard | GPT Latest | GPT 5.4 |
|---|---|---|
| EQ-Bench 4 | Not in top 20 | #9 · 1260 |
| EQ-Bench 3 | Not in top 20 | #14 · 1537 |
Ranks among Noumen catalog models on EQ-Bench leaderboards. Only top-20 placements are listed.EQ-Bench
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.
- Throughput
- 112.2 tok/s
- Faster than 64% of 247 models
- Time to first token
- 24.3 s
- Quicker than 0% of 247 models
- Request success (24h)
- 97.6%
- Reliable
- 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-latest",
"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-latest",
messages=[{"role": "user", "content": "Explain this stack trace."}],
)
print(reply.choices[0].message.content)OpenAI
Related models
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