OpenAI · Frontier
GPT Astra Latest
Compatibility alias that routes to GPT 6 Astra, the latest supported GPT Astra model.
- 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)
- 599 tokens
- Longer than 56% of 473 models
Side by side
GPT Astra Latest compared
Specifications, prices, speed and benchmark scores next to each other. Benchmarks below show every compared model too.
| GPT Astra LatestOpenAIThis model | Gemini 4 ArgonGoogleRemove | |
|---|---|---|
| Provider | OpenAI | |
| Discovery tier | Frontier | Frontier |
| Added | Sep 11, 2026 | Oct 13, 2026 |
| Limits | ||
| Context window | 1.05MBest | 1.05M |
| Max output | 128KBest | 65.54K |
| Average output | 599 tokens | 1.6K tokens |
| Pricing, USD per 1M tokens | ||
| Input | $10.00 | $2.00Best |
| Output | $50.00 | $10.00Best |
| Cache read | $1.00 | $0.10Best |
| Cache write | $12.50 | $0.19Best |
| Performance | ||
| Throughput | 128.5 tok/sBest | 66.1 tok/s |
| Time to first token | 23.1 s | 6.9 sBest |
| Request success (24h) | 98.2% | 98.5%Best |
| Benchmark indexes | ||
| Intelligence Index | 49.6 | 52.6Best |
| Coding Index | 76.7 | — |
| Capabilities | ||
| Reasoning | Yes | Yes |
| Tools | Yes | Yes |
| Vision | Yes | Yes |
| Structured output | Yes | Yes |
| PDF input | Yes | Yes |
| Audio input | No | Yes |
| Video input | No | Yes |
| Reasoning effort | low, medium, high, xhigh, max | low, medium, high |
Public evaluations
Benchmarks
Independent evaluation results, with how each score ranks among the models in the Noumen catalog.
- GPT Astra Latest
- Gemini 4 Argon
Intelligence Index
- GPT Astra Latest49.6
- Gemini 4 Argon52.6
GPT Astra Latest tested at medium reasoning effort
GPT Astra Latest: Better than 96% of 326 scored models
Indexes
Coding Index
Composite of the coding evaluations
- GPT Astra Latest: 76.7
- Gemini 4 Argon: —
Agentic work
AutomationBench-AA
Workflow automation, penalized for guardrail violations
- GPT Astra Latest: 64.6%
- Gemini 4 Argon: 77.5%Top
AutomationBench-AA tasks completed
Workflows finished end to end without a guardrail violation
- GPT Astra Latest: 33.6%
- Gemini 4 Argon: 53.1%Top
Harvey LAB-AAv1.1
Legal tasks passed in full, with no material hallucination
- GPT Astra Latest: —
- Gemini 4 Argon: 3.9%
AA-Briefcasev1.1
Agentic knowledge work, rated head to head
- GPT Astra Latest: 1,460 Elo
- Gemini 4 Argon: 1,486 EloTop
GDPval-AAv2.1
Economically valuable occupational tasks, rated head to head
- GPT Astra Latest: 1,487 Elo
- Gemini 4 Argon: 1,624 EloTop
Document reasoning
GDP.pdf
Professional reasoning over PDF documents, all-pass rate
- GPT Astra Latest: 30.4%Top
- Gemini 4 Argon: 21.8%
AA-LCRv1.1
Reasoning across long documents
- GPT Astra Latest: 79.7%Top
- Gemini 4 Argon: 79.7%Top
MLCR-AA
Long-context reasoning over medical records
- GPT Astra Latest: 38.3%Top
- Gemini 4 Argon: 13.9%
Reasoning and knowledge
Humanity’s Last Exam
Expert-level questions across academic fields
- GPT Astra Latest: 52.7%
- Gemini 4 Argon: 57.1%Top
GPQA Diamond
Graduate-level science questions
- GPT Astra Latest: 93.9%
- Gemini 4 Argon: —
Coding
Terminal-Benchv4.0
Practical software engineering in a terminal
- GPT Astra Latest: 49.5%
- Gemini 4 Argon: 57.1%Top
SciCode
Scientific computing in Python
- GPT Astra Latest: 54.2%
- Gemini 4 Argon: 61.8%Top
Legacy evaluations
AA-LCR (unversioned)
Long-context reasoning, earlier grading
- GPT Astra Latest: 79.7%Top
- Gemini 4 Argon: 79.7%Top
Scores from Artificial Analysis, updated Oct 26, 2026. GPT Astra Latest was tested at medium reasoning effort; compare scores measured at the same effort.Artificial Analysis
- GPT Astra Latest
- Gemini 4 Argon
| Leaderboard | GPT Astra Latest | Gemini 4 Argon |
|---|---|---|
| Combined | Not in top 20 | #2 · 55.6% |
Ranks among Noumen catalog models on Combined leaderboards. Only top-20 placements are listed.
- GPT Astra Latest
- Gemini 4 Argon
| Leaderboard | GPT Astra Latest | Gemini 4 Argon |
|---|---|---|
| Roleplay | Not in top 20 | #16 · 22.0% |
| Creative writing | Not in top 20 | #7 · 41.3% |
| Coding | Not in top 20 | #7 · 30.0% |
| Math | Not in top 20 | #1 · 50.0% |
Ranks among Noumen catalog models on Use cases leaderboards. Only top-20 placements are listed.
- GPT Astra Latest
- Gemini 4 Argon
| Leaderboard | GPT Astra Latest | Gemini 4 Argon |
|---|---|---|
| Overall | Not in top 20 | #1 · 1517.2 |
| Coding | Not in top 20 | #1 · 1551.6 |
| Math | Not in top 20 | #1 · 1531.7 |
| Longer Query | Not in top 20 | #1 · 1534.5 |
| Creative Writing | Not in top 20 | #2 · 1512.4 |
| Instruction Following | Not in top 20 | #2 · 1519.2 |
| Hard Prompts | Not in top 20 | #1 · 1540.3 |
| Chinese | Not in top 20 | #1 · 1579.2 |
| English | Not in top 20 | #1 · 1520.1 |
| Exclude Ties | Not in top 20 | #1 · 1542.6 |
| Expert | Not in top 20 | #5 · 1537.0 |
| French | Not in top 20 | #1 · 1541.0 |
| Hard Prompts English | Not in top 20 | #1 · 1537.8 |
| Industry Business And Management And Financial Operations | Not in top 20 | #1 · 1508.8 |
| Industry Entertainment And Sports And Media | Not in top 20 | #1 · 1508.5 |
| Industry Legal And Government | Not in top 20 | #2 · 1514.5 |
| Industry Life And Physical And Social Science | Not in top 20 | #1 · 1531.9 |
| Industry Mathematical | Not in top 20 | #1 · 1539.6 |
| Industry Medicine And Healthcare | Not in top 20 | #1 · 1533.3 |
| Industry Software And It Services | Not in top 20 | #1 · 1548.9 |
| Industry Writing And Literature And Language | Not in top 20 | #2 · 1515.0 |
| Multi Turn | Not in top 20 | #1 · 1543.8 |
| Non English | Not in top 20 | #1 · 1508.0 |
| Polish | Not in top 20 | #2 · 1516.4 |
| Russian | Not in top 20 | #2 · 1528.8 |
| Spanish | Not in top 20 | #5 · 1498.2 |
| WebDev Overall | Not in top 20 | #9 · 1674.2 |
| WebDev · Webdev | Not in top 20 | #9 · 1674.2 |
| WebDev · Webdev-html | Not in top 20 | #13 · 1641.7 |
| WebDev · Webdev-react | Not in top 20 | #8 · 1689.8 |
Ranks among Noumen catalog models on LMArena leaderboards. Only top-20 placements are listed.LMArena
- GPT Astra Latest
- Gemini 4 Argon
| Leaderboard | GPT Astra Latest | Gemini 4 Argon |
|---|---|---|
| FrontierCode Main | Not in top 20 | #11 · 47.5% |
| FrontierCode Extended | Not in top 20 | #9 · 60.6% |
Ranks among Noumen catalog models on FrontierCode leaderboards. Only top-20 placements are listed.FrontierCode
- GPT Astra Latest
- Gemini 4 Argon
| Leaderboard | GPT Astra Latest | Gemini 4 Argon |
|---|---|---|
| Epoch Capabilities Index | Not in top 20 | #5 · 166.4 |
Ranks among Noumen catalog models on Epoch AI leaderboards. Only top-20 placements are listed.Epoch AI
- GPT Astra Latest
- Gemini 4 Argon
| Leaderboard | GPT Astra Latest | Gemini 4 Argon |
|---|---|---|
| ARC-AGI-1 | Not in top 20 | #4 · 98.5% |
| ARC-AGI-2 | Not in top 20 | #5 · 91.3% |
| ARC-AGI-3 (Default harness) | Not in top 20 | #3 · 49.8% |
Ranks among Noumen catalog models on ARC Prize leaderboards. Only top-20 placements are listed.ARC Prize
- GPT Astra Latest
- Gemini 4 Argon
| Leaderboard | GPT Astra Latest | Gemini 4 Argon |
|---|---|---|
| EQ-Bench 4 | Not in top 20 | #11 · 1240 |
| Longform Writing | Not in top 20 | #14 · 80.9 |
Ranks among Noumen catalog models on EQ-Bench leaderboards. Only top-20 placements are listed.EQ-Bench
- GPT Astra Latest
- Gemini 4 Argon
| Leaderboard | GPT Astra Latest | Gemini 4 Argon |
|---|---|---|
| Game Development | Not in top 20 | #8 · 1370 |
| Website | Not in top 20 | #9 · 1317 |
| UI Component | Not in top 20 | #11 · 1332 |
| Data Visualization | Not in top 20 | #8 · 1332 |
| 3D | Not in top 20 | #9 · 1384 |
Ranks among Noumen catalog models on Design Arena leaderboards. Only top-20 placements are listed.Design Arena
- GPT Astra Latest
- Gemini 4 Argon
| Leaderboard | GPT Astra Latest | Gemini 4 Argon |
|---|---|---|
| Usage Share | Not in top 20 | #3 · 8.8% |
Ranks among Noumen catalog models on Usage leaderboards. Only top-20 placements are listed.
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
- 128.5 tok/s
- Faster than 73% of 260 models
- Time to first token
- 23.1 s
- Quicker than 2% of 260 models
- Prompt cache hits
- 61.6%
- About $4.46 per 1M input tokens with caching
- Request success (24h)
- 98.3%
- 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-astra-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-astra-latest",
messages=[{"role": "user", "content": "Explain this stack trace."}],
)
print(reply.choices[0].message.content)OpenAI
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