xAI · Frontier
Grok 4.6
Grok 4.6 is SpaceXAI's frontier reasoning model for coding, knowledge work, and STEM. It supports text, image, and file inputs with tool calling and structured outputs. Reasoning is always active, and requests above 200k input tokens use higher long-context rates. Content policy rejections can still be charged: SpaceXAI may pass through a $0.05 moderation-failure fee, or a $0.055 usage-guidelines violation fee, depending on which rejection upstream returns.
- Reasoning
- Tools
- Vision
- Structured output
- Input
- Text, Images
- Output
- Text
- Reasoning effort
- low · medium · high · xhigh
- Discovery tier
- Frontier
Pricing
USD per 1M tokens- Input
- $2.00
- Output
- $6.00
- Cache read
- $0.50
Reference prices as published by the model provider. API example
Specifications
- Context window
- 500K
- Max output
- —
- Average output (7 days)
- 1.8K tokens
- Longer than 89% of 473 models
Side by side
Grok 4.6 compared
Specifications, prices, speed and benchmark scores next to each other. Benchmarks below show every compared model too.
| Grok 4.6xAIThis model | Grok 4.20xAIRemove | |
|---|---|---|
| Provider | xAI | xAI |
| Discovery tier | Frontier | Balanced |
| Added | Aug 12, 2026 | Mar 31, 2026 |
| Limits | ||
| Context window | 500K | 2MBest |
| Max output | — | 131.07K |
| Average output | 1.8K tokens | 679 tokens |
| Pricing, USD per 1M tokens | ||
| Input | $2.00 | $1.25Best |
| Output | $6.00 | $2.50Best |
| Cache read | $0.50 | $0.20Best |
| Performance | ||
| Throughput | 155.2 tok/sBest | 108.7 tok/s |
| Time to first token | 3.0 s | 2.5 sBest |
| Request success (24h) | 100.0%Best | 99.8% |
| Benchmark indexes | ||
| Intelligence Index | 44.3Best | 25.7 |
| Coding Index | 76.8 | — |
| Capabilities | ||
| Reasoning | Yes | Yes |
| Tools | Yes | Yes |
| Vision | Yes | Yes |
| Structured output | Yes | Yes |
| Reasoning effort | low, medium, high, xhigh | — |
Public evaluations
Benchmarks
Independent evaluation results, with how each score ranks among the models in the Noumen catalog.
- Grok 4.6
- Grok 4.20
Intelligence Index
- Grok 4.644.3
- Grok 4.2025.7
Grok 4.6 tested at high reasoning effort
Grok 4.6: Better than 90% of 326 scored models
Indexes
Coding Index
Composite of the coding evaluations
- Grok 4.6: 76.8
- Grok 4.20: —
Agentic work
AutomationBench-AA
Workflow automation, penalized for guardrail violations
- Grok 4.6: 66.7%
- Grok 4.20: —
AutomationBench-AA tasks completed
Workflows finished end to end without a guardrail violation
- Grok 4.6: 32.7%
- Grok 4.20: —
AA-Briefcasev1.1
Agentic knowledge work, rated head to head
- Grok 4.6: 1,531 Elo
- Grok 4.20: —
GDPval-AAv2.1
Economically valuable occupational tasks, rated head to head
- Grok 4.6: 1,618 Elo
- Grok 4.20: —
Document reasoning
GDP.pdf
Professional reasoning over PDF documents, all-pass rate
- Grok 4.6: 17.0%
- Grok 4.20: —
AA-LCRv1.1
Reasoning across long documents
- Grok 4.6: 80.3%Top
- Grok 4.20: 69.0%
MLCR-AA
Long-context reasoning over medical records
- Grok 4.6: 15.6%
- Grok 4.20: —
Reasoning and knowledge
Humanity’s Last Exam
Expert-level questions across academic fields
- Grok 4.6: 42.9%Top
- Grok 4.20: 34.5%
GPQA Diamond
Graduate-level science questions
- Grok 4.6: 94.9%Top
- Grok 4.20: 91.1%
IFBench
Following precise output instructions
- Grok 4.6: —
- Grok 4.20: 81.2%
Coding
Terminal-Benchv4.0
Practical software engineering in a terminal
- Grok 4.6: 21.2%
- Grok 4.20: —
SciCode
Scientific computing in Python
- Grok 4.6: 56.5%
- Grok 4.20: —
Legacy evaluations
Terminal-Bench Hard
Earlier terminal task suite
- Grok 4.6: —
- Grok 4.20: 37.9%
τ²-Bench Telecom
Tool use in a customer-support simulation
- Grok 4.6: —
- Grok 4.20: 93.0%
AA-LCR (unversioned)
Long-context reasoning, earlier grading
- Grok 4.6: 80.3%Top
- Grok 4.20: 69.0%
Scores from Artificial Analysis, updated Oct 26, 2026. Grok 4.6 was tested at high reasoning effort; compare scores measured at the same effort.Artificial Analysis
- Grok 4.6
- Grok 4.20
| Leaderboard | Grok 4.6 | Grok 4.20 |
|---|---|---|
| Coding | #14 · 17.4% | Not in top 20 |
Ranks among Noumen catalog models on Use cases leaderboards. Only top-20 placements are listed.
- Grok 4.6
- Grok 4.20
| Leaderboard | Grok 4.6 | Grok 4.20 |
|---|---|---|
| Vision Style Control · Humor | #12 · 1270.6 | Not in top 20 |
| WebDev · Image To Webdev | #11 · 1603.5 | Not in top 20 |
| Document Overall | #19 · 1452.3 | Not in top 20 |
| Document Style Control Overall | #18 · 1461.1 | Not in top 20 |
| Vision Style Control · Entity Recognition | Not in top 20 | #7 · 1238.1 |
Ranks among Noumen catalog models on LMArena leaderboards. Only top-20 placements are listed.LMArena
- Grok 4.6
- Grok 4.20
| Leaderboard | Grok 4.6 | Grok 4.20 |
|---|---|---|
| FrontierCode Main | #9 · 48.0% | Not in top 20 |
| FrontierCode Extended | #7 · 61.3% | Not in top 20 |
Ranks among Noumen catalog models on FrontierCode leaderboards. Only top-20 placements are listed.FrontierCode
- Grok 4.6
- Grok 4.20
| Leaderboard | Grok 4.6 | Grok 4.20 |
|---|---|---|
| FrontierMath v2 (Tiers 1–3) | Not in top 20 | #14 · 44.9% |
| GPQA Diamond | Not in top 20 | #12 · 89.3% |
Ranks among Noumen catalog models on Epoch AI leaderboards. Only top-20 placements are listed.Epoch AI
- Grok 4.6
- Grok 4.20
| Leaderboard | Grok 4.6 | Grok 4.20 |
|---|---|---|
| ARC-AGI-3 (Default harness) | Not in top 20 | #20 · 0.1% |
Ranks among Noumen catalog models on ARC Prize leaderboards. Only top-20 placements are listed.ARC Prize
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
- 155.2 tok/s
- Faster than 76% of 256 models
- Time to first token
- 3.0 s
- Quicker than 51% of 256 models
- Prompt cache hits
- 85.2%
- About $0.72 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": "x-ai/grok-4.6",
"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="x-ai/grok-4.6",
messages=[{"role": "user", "content": "Explain this stack trace."}],
)
print(reply.choices[0].message.content)xAI
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