OpenAI · Frontier
GPT Sol Latest
Compatibility alias that routes to GPT 6.1 Sol, the latest supported GPT Sol 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
- $2.00
- Output
- $10.00
- Cache read
- $0.10
- Cache write
- $2.50
Reference prices as published by the model provider. API example
Specifications
- Context window
- 1.1M
- Max output
- 128K
- Average output (7 days)
- 539 tokens
- Longer than 51% of 473 models
Side by side
GPT Sol Latest compared
Specifications, prices, speed and benchmark scores next to each other. Benchmarks below show every compared model too.
| GPT Sol LatestOpenAIThis model | Grok 4.7xAIRemove | |
|---|---|---|
| Provider | OpenAI | xAI |
| Discovery tier | Frontier | Frontier |
| Added | Sep 11, 2026 | Sep 21, 2026 |
| Limits | ||
| Context window | 1.05MBest | 500K |
| Max output | 128K | — |
| Average output | 539 tokens | 1.3K tokens |
| Pricing, USD per 1M tokens | ||
| Input | $2.00 | $2.00 |
| Output | $10.00 | $6.00Best |
| Cache read | $0.10Best | $0.50 |
| Cache write | $2.50 | — |
| Performance | ||
| Throughput | 147.9 tok/s | 515.9 tok/sBest |
| Time to first token | 5.3 sBest | 6.9 s |
| Request success (24h) | 99.9% | 99.9% |
| Benchmark indexes | ||
| Intelligence Index | 47.8Best | 46.3 |
| Capabilities | ||
| Reasoning | Yes | Yes |
| Tools | Yes | Yes |
| Vision | Yes | Yes |
| Structured output | Yes | Yes |
| PDF input | Yes | No |
| Reasoning effort | low, medium, high, xhigh, max | low, medium, high, xhigh |
Public evaluations
Benchmarks
Independent evaluation results, with how each score ranks among the models in the Noumen catalog.
- GPT Sol Latest
- Grok 4.7
Intelligence Index
- GPT Sol Latest47.8
- Grok 4.746.3
GPT Sol Latest tested at medium reasoning effort
GPT Sol Latest: Better than 95% of 326 scored models
Agentic work
AutomationBench-AA
Workflow automation, penalized for guardrail violations
- GPT Sol Latest: 62.6%
- Grok 4.7: 63.5%Top
AutomationBench-AA tasks completed
Workflows finished end to end without a guardrail violation
- GPT Sol Latest: 30.1%
- Grok 4.7: 37.7%Top
AA-Briefcasev1.1
Agentic knowledge work, rated head to head
- GPT Sol Latest: 1,359 Elo
- Grok 4.7: 1,630 EloTop
GDPval-AAv2.1
Economically valuable occupational tasks, rated head to head
- GPT Sol Latest: 1,450 Elo
- Grok 4.7: 1,707 EloTop
Document reasoning
GDP.pdf
Professional reasoning over PDF documents, all-pass rate
- GPT Sol Latest: 30.0%Top
- Grok 4.7: 23.2%
AA-LCRv1.1
Reasoning across long documents
- GPT Sol Latest: 83.3%Top
- Grok 4.7: 77.0%
MLCR-AA
Long-context reasoning over medical records
- GPT Sol Latest: 32.2%Top
- Grok 4.7: 18.9%
Reasoning and knowledge
Humanity’s Last Exam
Expert-level questions across academic fields
- GPT Sol Latest: 49.9%Top
- Grok 4.7: 42.3%
Coding
Terminal-Benchv4.0
Practical software engineering in a terminal
- GPT Sol Latest: 48.0%Top
- Grok 4.7: 24.7%
SciCode
Scientific computing in Python
- GPT Sol Latest: 53.2%
- Grok 4.7: 57.8%Top
Legacy evaluations
AA-LCR (unversioned)
Long-context reasoning, earlier grading
- GPT Sol Latest: 83.3%Top
- Grok 4.7: 77.0%
Scores from Artificial Analysis, updated Oct 26, 2026. GPT Sol Latest was tested at medium reasoning effort; compare scores measured at the same effort.Artificial Analysis
- GPT Sol Latest
- Grok 4.7
| Leaderboard | GPT Sol Latest | Grok 4.7 |
|---|---|---|
| Roleplay | Not in top 20 | #14 · 27.5% |
| Creative writing | Not in top 20 | #12 · 32.2% |
Ranks among Noumen catalog models on Use cases leaderboards. Only top-20 placements are listed.
- GPT Sol Latest
- Grok 4.7
| Leaderboard | GPT Sol Latest | Grok 4.7 |
|---|---|---|
| Vision Style Control · Homework | Not in top 20 | #13 · 1323.6 |
| WebDev Overall | Not in top 20 | #13 · 1637.9 |
| WebDev · Image To Webdev | Not in top 20 | #16 · 1585.5 |
| WebDev · Webdev | Not in top 20 | #13 · 1637.9 |
| WebDev · Webdev-html | Not in top 20 | #16 · 1624.8 |
| WebDev · Webdev-react | Not in top 20 | #12 · 1664.6 |
Ranks among Noumen catalog models on LMArena leaderboards. Only top-20 placements are listed.LMArena
- GPT Sol Latest
- Grok 4.7
| Leaderboard | GPT Sol Latest | Grok 4.7 |
|---|---|---|
| FrontierCode Main | Not in top 20 | #10 · 47.6% |
| FrontierCode Extended | Not in top 20 | #13 · 59.4% |
Ranks among Noumen catalog models on FrontierCode leaderboards. Only top-20 placements are listed.FrontierCode
- GPT Sol Latest
- Grok 4.7
| Leaderboard | GPT Sol Latest | Grok 4.7 |
|---|---|---|
| FrontierMath v2 (Tiers 1–3) | Not in top 20 | #10 · 53.0% |
| GPQA Diamond | Not in top 20 | #5 · 92.7% |
Ranks among Noumen catalog models on Epoch AI leaderboards. Only top-20 placements are listed.Epoch AI
- GPT Sol Latest
- Grok 4.7
| Leaderboard | GPT Sol Latest | Grok 4.7 |
|---|---|---|
| ARC-AGI-3 (Default harness) | Not in top 20 | #9 · 1.8% |
Ranks among Noumen catalog models on ARC Prize leaderboards. Only top-20 placements are listed.ARC Prize
- GPT Sol Latest
- Grok 4.7
| Leaderboard | GPT Sol Latest | Grok 4.7 |
|---|---|---|
| Creative Writing v3 | Not in top 20 | #8 · 2012 |
| Longform Writing | Not in top 20 | #5 · 83.0 |
Ranks among Noumen catalog models on EQ-Bench leaderboards. Only top-20 placements are listed.EQ-Bench
- GPT Sol Latest
- Grok 4.7
| Leaderboard | GPT Sol Latest | Grok 4.7 |
|---|---|---|
| Game Development | Not in top 20 | #17 · 1315 |
Ranks among Noumen catalog models on Design Arena leaderboards. Only top-20 placements are listed.Design Arena
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
- 147.9 tok/s
- Faster than 76% of 260 models
- Time to first token
- 5.3 s
- Quicker than 28% of 260 models
- Prompt cache hits
- 85.8%
- About $0.37 per 1M input tokens with caching
- Request success (24h)
- 99.9%
- 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-sol-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-sol-latest",
messages=[{"role": "user", "content": "Explain this stack trace."}],
)
print(reply.choices[0].message.content)OpenAI
Related models
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