kimi-k2.7-code
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Chat comparison
kimi-k2.7-codevsseed-2.0-mini
Compare the things that matter before you build: current price, capabilities, and latest aggregated LLM7 statistics.
Current pricing
See the cost difference clearly
seed-2.0-mini
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
kimi-k2.7-codeBetter fit
256,000 tokens
seed-2.0-mini
250,000 tokens
Reasoning
kimi-k2.7-codeBetter fit
Supported
seed-2.0-mini
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 27
53%
Moderate
seed-2.0-mini · leads in 2
21%
Weak
Knowledge & reasoning
General knowledge
kimi-k2.7-codeLeads37%seed-2.0-mini14%Logical reasoning
kimi-k2.7-codeLeads59%seed-2.0-mini8%Mathematics
kimi-k2.7-codeLeads68%seed-2.0-mini12%Scientific and technical depth
kimi-k2.7-codeLeads56%seed-2.0-mini11%Planning and task decomposition
kimi-k2.7-codeLeads62%seed-2.0-mini11%
Coding & tools
Code generation
kimi-k2.7-codeLeads87%seed-2.0-mini15%Debugging and code review
kimi-k2.7-codeLeads88%seed-2.0-mini13%Agentic coding
kimi-k2.7-codeLeads81%seed-2.0-mini21%Tool and function calling
kimi-k2.7-codeLeads58%seed-2.0-mini23%SQL and query writing
kimi-k2.7-codeLeads84%seed-2.0-mini16%
Writing & language
Creative writing
kimi-k2.7-codeLeads36%seed-2.0-mini12%Professional writing
kimi-k2.7-codeLeads39%seed-2.0-mini15%Conversational quality
kimi-k2.7-codeLeads41%seed-2.0-mini10%Multilingual ability
kimi-k2.7-codeLeads55%seed-2.0-mini16%Translation
kimi-k2.7-codeLeads48%seed-2.0-mini13%Summarization
kimi-k2.7-codeLeads48%seed-2.0-mini19%
Data & professional work
Data analysis
kimi-k2.7-codeLeads59%seed-2.0-mini16%Professional domains
kimi-k2.7-codeLeads43%seed-2.0-mini12%Information extraction
kimi-k2.7-codeLeads52%seed-2.0-mini24%Classification and labeling
kimi-k2.7-codeLeads44%seed-2.0-mini23%Long-context handling
kimi-k2.7-codeLeads52%seed-2.0-mini33%
Reliability & control
Instruction following
kimi-k2.7-codeLeads50%seed-2.0-mini17%Structured output
kimi-k2.7-codeLeads59%seed-2.0-mini38%Factual accuracy
kimi-k2.7-codeLeads44%seed-2.0-mini16%Safety and alignment
kimi-k2.7-codeLeads39%seed-2.0-mini17%Steerability
kimi-k2.7-codeLeads45%seed-2.0-mini14%Output consistency
kimi-k2.7-codeLeads53%seed-2.0-mini52%
Speed, cost & vision
Response speed
kimi-k2.7-code30%seed-2.0-miniLeads68%Cost efficiency
kimi-k2.7-code34%seed-2.0-miniLeads48%Image understanding
kimi-k2.7-codeNo image inputseed-2.0-miniNo 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%
seed-2.0-mini
100%
Average response time
kimi-k2.7-code
6,571.81 ms
seed-2.0-mini
6,796.87 ms
P95 API latency
kimi-k2.7-code
30,000 ms
seed-2.0-mini
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%seed-2.0-mini: 100%
Average API latency
Both models on the same scale
kimi-k2.7-code: 1,138 msseed-2.0-mini: 5,772 ms
P95 API latency
Both models on the same scale
kimi-k2.7-code: 2,000 msseed-2.0-mini: 60,000 ms
Estimate your workload
Published rates are loaded from the pricing API; per-request quotes are billed from actual provider usage.
Checking current pricing…
Checking current pricing…
Quick take
- kimi-k2.7-code has a larger context window.
- The recent stability rates are too close to distinguish meaningfully.
- kimi-k2.7-code recorded a lower observed p95 API latency on LLM7 during this period.