kimi-k2.7-code
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Chat comparison
kimi-k2.7-codevsminimax-m2.7
Compare the things that matter before you build: current price, capabilities, and latest aggregated LLM7 statistics.
Current pricing
See the cost difference clearly
minimax-m2.7
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What's different
Only capabilities that differ between these models are listed. Green highlights the broader supported option or larger context window.
Context window
kimi-k2.7-codeBetter fit
256,000 tokens
minimax-m2.7
180,000 tokens
Streaming
kimi-k2.7-codeBetter fit
Supported
minimax-m2.7
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%+
kimi-k2.7-code · leads in 26
53%
Moderate
minimax-m2.7 · leads in 3
41%
Weak
Knowledge & reasoning
General knowledge
kimi-k2.7-codeLeads37%minimax-m2.727%Logical reasoning
kimi-k2.7-codeLeads59%minimax-m2.742%Mathematics
kimi-k2.7-codeLeads68%minimax-m2.740%Scientific and technical depth
kimi-k2.7-codeLeads56%minimax-m2.729%Planning and task decomposition
kimi-k2.7-codeLeads62%minimax-m2.744%
Coding & tools
Code generation
kimi-k2.7-codeLeads87%minimax-m2.730%Debugging and code review
kimi-k2.7-codeLeads88%minimax-m2.737%Agentic coding
kimi-k2.7-codeLeads81%minimax-m2.746%Tool and function calling
kimi-k2.7-codeLeads58%minimax-m2.744%SQL and query writing
kimi-k2.7-codeLeads84%minimax-m2.737%
Writing & language
Creative writing
kimi-k2.7-codeLeads36%minimax-m2.730%Professional writing
kimi-k2.7-codeLeads39%minimax-m2.730%Conversational quality
kimi-k2.7-codeLeads41%minimax-m2.736%Multilingual ability
kimi-k2.7-code55%minimax-m2.7Leads60%Translation
kimi-k2.7-codeLeads48%minimax-m2.742%Summarization
kimi-k2.7-codeLeads48%minimax-m2.731%
Data & professional work
Data analysis
kimi-k2.7-codeLeads59%minimax-m2.736%Professional domains
kimi-k2.7-codeLeads43%minimax-m2.728%Information extraction
kimi-k2.7-codeLeads52%minimax-m2.742%Classification and labeling
kimi-k2.7-codeLeads44%minimax-m2.743%Long-context handling
kimi-k2.7-codeLeads52%minimax-m2.735%
Reliability & control
Instruction following
kimi-k2.7-codeLeads50%minimax-m2.739%Structured output
kimi-k2.7-codeLeads59%minimax-m2.747%Factual accuracy
kimi-k2.7-codeLeads44%minimax-m2.731%Safety and alignment
kimi-k2.7-codeLeads39%minimax-m2.730%Steerability
kimi-k2.7-codeLeads45%minimax-m2.737%Output consistency
kimi-k2.7-codeLeads53%minimax-m2.748%
Speed, cost & vision
Response speed
kimi-k2.7-code30%minimax-m2.7Leads72%Cost efficiency
kimi-k2.7-code34%minimax-m2.7Leads87%Image understanding
kimi-k2.7-codeNo image inputminimax-m2.7No image input
Latest LLM7 statistics
Recent aggregated percentages and response-time metrics from LLM7, not a global model benchmark or traffic disclosure.
Recent stability
kimi-k2.7-code
99.83%
minimax-m2.7
89.62%
Average response time
kimi-k2.7-code
6,571.81 ms
minimax-m2.7
22,830.99 ms
P95 API latency
kimi-k2.7-code
30,000 ms
minimax-m2.7
60,000 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
kimi-k2.7-code: 100%minimax-m2.7: 92.9%
Average API latency
Both models on the same scale
kimi-k2.7-code: 1,138 msminimax-m2.7: 19,194 ms
P95 API latency
Both models on the same scale
kimi-k2.7-code: 2,000 msminimax-m2.7: 60,000 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
- kimi-k2.7-code has a larger context window.
- 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.