Anthropic · Frontier
Claude Sonnet 4.6
Claude Sonnet 4.6 is Anthropic's most capable Sonnet yet — a full upgrade across coding, computer use, long-context reasoning, agent planning, and design. Supports up to a 1M-token context window at Sonnet pricing.
- 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
- $3.00
- Output
- $15.00
- Cache read
- $0.30
Reference prices as published by the model provider. API example
Specifications
- Context window
- 1M
- Max output
- 128K
- Average output (7 days)
- 401 tokens
- Longer than 40% of 473 models
Side by side
Compare models
Put Claude Sonnet 4.6 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
24.7
Tested at high reasoning effort
Better than 60% of 326 scored models
Document reasoning
AA-LCRv1.1
68.3%Reasoning across long documents
Better than 44% of 309 scored models
Reasoning and knowledge
Humanity’s Last Exam
13.3%Expert-level questions across academic fields
Better than 39% of 323 scored models
GPQA Diamond
79.9%Graduate-level science questions
Better than 48% of 291 scored models
IFBench
41.2%Following precise output instructions
Better than 29% of 215 scored models
Legacy evaluations
Terminal-Bench Hard
46.2%Earlier terminal task suite
Better than 88% of 212 scored models
τ²-Bench Telecom
79.5%Tool use in a customer-support simulation
Better than 60% of 214 scored models
AA-LCR (unversioned)
68.3%Long-context reasoning, earlier grading
Better than 44% of 309 scored models
Scores from Artificial Analysis, updated Oct 26, 2026. Claude Sonnet 4.6 was tested at high reasoning effort; compare scores measured at the same effort.Artificial Analysis
- #18Coding1528.2
- #18Longer Query1492.3
- #18Industry Life And Physical And Social Science1499.6
- #9Vision Style Control · English1282.8
- #8Document Overall1482.2
- #10Document Style Control Overall1477.7
Ranks among Noumen catalog models on LMArena leaderboards. Only top-20 placements are listed.LMArena
- #8SWE-bench Verified75.2%
Ranks among Noumen catalog models on Epoch AI leaderboards. Only top-20 placements are listed.Epoch AI
- #19EQ-Bench 41200
- #16Longform Writing79.9
- #5EQ-Bench 31710
Ranks among Noumen catalog models on EQ-Bench leaderboards. Only top-20 placements are listed.EQ-Bench
- #17ASCII Art1233
- #14Agentic Game Dev1140
- #14Full Stack1213
- #10Native Apps1198
- #13Mobile Apps1211
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
- 52.4 tok/s
- Faster than 35% of 260 models
- Time to first token
- 1.7 s
- Quicker than 84% of 260 models
- Prompt cache hits
- 37.1%
- About $2.00 per 1M input tokens with caching
- Request success (24h)
- 99.1%
- 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": "anthropic/claude-sonnet-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="anthropic/claude-sonnet-4.6",
messages=[{"role": "user", "content": "Explain this stack trace."}],
)
print(reply.choices[0].message.content)Anthropic
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