claude-sonnet-4-6
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Chat comparison
claude-sonnet-4-6vskimi-k2.7-code
Compare the things that matter before you build: current price, capabilities, and latest aggregated LLM7 statistics.
Current pricing
See the cost difference clearly
kimi-k2.7-code
Checking current pricing…
What's different
Only capabilities that differ between these models are listed. Green highlights the broader supported option or larger context window.
Context window
claude-sonnet-4-6Better fit
1,000,000 tokens
kimi-k2.7-code
256,000 tokens
Input formats
claude-sonnet-4-6
text, image
kimi-k2.7-code
text
Vision
claude-sonnet-4-6Better fit
Supported
kimi-k2.7-code
Not supported
Capability scores
AI-estimated ratings on 30 criteria from head-to-head comparisons against 86 other text models in the LLM7 catalog, judged by TypeSafe Jev from public information (2026-10-20). Each score is the win rate against the field, relative to the strongest model for that criterion (100%). Not a benchmark.
Below 50%50–79%80–94%95%+
claude-sonnet-4-6 · leads in 27
84%
Strong
kimi-k2.7-code · leads in 2
53%
Moderate
Knowledge & reasoning
General knowledge
claude-sonnet-4-6Leads82%kimi-k2.7-code37%Logical reasoning
claude-sonnet-4-6Leads84%kimi-k2.7-code59%Mathematics
claude-sonnet-4-6Leads82%kimi-k2.7-code68%Scientific and technical depth
claude-sonnet-4-6Leads81%kimi-k2.7-code56%Planning and task decomposition
claude-sonnet-4-6Leads84%kimi-k2.7-code62%
Coding & tools
Code generation
claude-sonnet-4-679%kimi-k2.7-codeLeads87%Debugging and code review
claude-sonnet-4-686%kimi-k2.7-codeLeads88%Agentic coding
claude-sonnet-4-6Leads89%kimi-k2.7-code81%Tool and function calling
claude-sonnet-4-6Leads86%kimi-k2.7-code58%SQL and query writing
claude-sonnet-4-6Leads86%kimi-k2.7-code84%
Writing & language
Creative writing
claude-sonnet-4-6Leads84%kimi-k2.7-code36%Professional writing
claude-sonnet-4-6Leads89%kimi-k2.7-code39%Conversational quality
claude-sonnet-4-6Leads88%kimi-k2.7-code41%Multilingual ability
claude-sonnet-4-6Leads73%kimi-k2.7-code55%Translation
claude-sonnet-4-6Leads86%kimi-k2.7-code48%Summarization
claude-sonnet-4-6Leads89%kimi-k2.7-code48%
Data & professional work
Data analysis
claude-sonnet-4-6Leads87%kimi-k2.7-code59%Professional domains
claude-sonnet-4-6Leads85%kimi-k2.7-code43%Information extraction
claude-sonnet-4-6Leads90%kimi-k2.7-code52%Classification and labeling
claude-sonnet-4-6Leads91%kimi-k2.7-code44%Long-context handling
claude-sonnet-4-6Leads91%kimi-k2.7-code52%
Reliability & control
Instruction following
claude-sonnet-4-6Leads88%kimi-k2.7-code50%Structured output
claude-sonnet-4-6Leads93%kimi-k2.7-code59%Factual accuracy
claude-sonnet-4-6Leads92%kimi-k2.7-code44%Safety and alignment
claude-sonnet-4-6Leads87%kimi-k2.7-code39%Steerability
claude-sonnet-4-6Leads89%kimi-k2.7-code45%Output consistency
claude-sonnet-4-6Leads97%kimi-k2.7-code53%
Speed, cost & vision
Response speed
claude-sonnet-4-6Leads40%kimi-k2.7-code30%Cost efficiency
claude-sonnet-4-6Leads68%kimi-k2.7-code34%Image understanding
claude-sonnet-4-662%kimi-k2.7-codeNo image input
Latest LLM7 statistics
Recent aggregated percentages and response-time metrics from LLM7, not a global model benchmark or traffic disclosure.
Recent stability
claude-sonnet-4-6
97.48%
kimi-k2.7-code
99.83%
Average response time
claude-sonnet-4-6
17,871.29 ms
kimi-k2.7-code
6,571.81 ms
P95 API latency
claude-sonnet-4-6
60,000 ms
kimi-k2.7-code
30,000 ms
Side-by-side trends
Shared charts make the observed differences easier to read. Metrics without enough history stay hidden.
Request success rate
Both models on the same scale
claude-sonnet-4-6: 100%kimi-k2.7-code: 100%
Average API latency
Both models on the same scale
claude-sonnet-4-6: 4,447 mskimi-k2.7-code: 1,138 ms
P95 API latency
Both models on the same scale
claude-sonnet-4-6: 5,000 mskimi-k2.7-code: 2,000 ms
Estimate your workload
Published rates are loaded from the pricing API; per-request quotes are billed from actual provider usage.
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Quick take
- claude-sonnet-4-6 has a larger context window.
- claude-sonnet-4-6 supports image input while the other model does not.
- kimi-k2.7-code recorded higher recent LLM7 stability during this period.
- kimi-k2.7-code recorded a lower observed p95 API latency on LLM7 during this period.