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codestral-latestvskimi-k2.7-code

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Compare the things that matter before you build: current price, capabilities, and latest aggregated LLM7 statistics.

Current pricing

See the cost difference clearly

codestral-latest

Checking current pricing…

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

codestral-latest

32,000 tokens

kimi-k2.7-codeBetter fit

256,000 tokens

Reasoning

codestral-latest

Not supported

kimi-k2.7-codeBetter fit

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%+

codestral-latest · leads in 2

28%

Weak

kimi-k2.7-code · leads in 27

53%

Moderate

Knowledge & reasoning

  • General knowledge

    codestral-latest9%
    kimi-k2.7-codeLeads37%
  • Logical reasoning

    codestral-latest10%
    kimi-k2.7-codeLeads59%
  • Mathematics

    codestral-latest25%
    kimi-k2.7-codeLeads68%
  • Scientific and technical depth

    codestral-latest15%
    kimi-k2.7-codeLeads56%
  • Planning and task decomposition

    codestral-latest11%
    kimi-k2.7-codeLeads62%

Coding & tools

  • Code generation

    codestral-latest85%
    kimi-k2.7-codeLeads87%
  • Debugging and code review

    codestral-latest60%
    kimi-k2.7-codeLeads88%
  • Agentic coding

    codestral-latest44%
    kimi-k2.7-codeLeads81%
  • Tool and function calling

    codestral-latest33%
    kimi-k2.7-codeLeads58%
  • SQL and query writing

    codestral-latest60%
    kimi-k2.7-codeLeads84%

Writing & language

  • Creative writing

    codestral-latest7%
    kimi-k2.7-codeLeads36%
  • Professional writing

    codestral-latest8%
    kimi-k2.7-codeLeads39%
  • Conversational quality

    codestral-latest7%
    kimi-k2.7-codeLeads41%
  • Multilingual ability

    codestral-latest32%
    kimi-k2.7-codeLeads55%
  • Translation

    codestral-latest11%
    kimi-k2.7-codeLeads48%
  • Summarization

    codestral-latest7%
    kimi-k2.7-codeLeads48%

Data & professional work

  • Data analysis

    codestral-latest13%
    kimi-k2.7-codeLeads59%
  • Professional domains

    codestral-latest5%
    kimi-k2.7-codeLeads43%
  • Information extraction

    codestral-latest16%
    kimi-k2.7-codeLeads52%
  • Classification and labeling

    codestral-latest15%
    kimi-k2.7-codeLeads44%
  • Long-context handling

    codestral-latest15%
    kimi-k2.7-codeLeads52%

Reliability & control

  • Instruction following

    codestral-latest21%
    kimi-k2.7-codeLeads50%
  • Structured output

    codestral-latest44%
    kimi-k2.7-codeLeads59%
  • Factual accuracy

    codestral-latest17%
    kimi-k2.7-codeLeads44%
  • Safety and alignment

    codestral-latest14%
    kimi-k2.7-codeLeads39%
  • Steerability

    codestral-latest14%
    kimi-k2.7-codeLeads45%
  • Output consistency

    codestral-latest52%
    kimi-k2.7-codeLeads53%

Speed, cost & vision

  • Response speed

    codestral-latestLeads85%
    kimi-k2.7-code30%
  • Cost efficiency

    codestral-latestLeads82%
    kimi-k2.7-code34%
  • Image understanding

    codestral-latestNo image input
    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

codestral-latest

98.36%

kimi-k2.7-code

99.83%

Average response time

codestral-latest

3,439.06 ms

kimi-k2.7-code

6,571.81 ms

P95 API latency

codestral-latest

10,000 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

codestral-latest: 99.3%kimi-k2.7-code: 100%
21 Sept21 Oct

Average API latency

Both models on the same scale

codestral-latest: 4,108 mskimi-k2.7-code: 1,138 ms
21 Sept21 Oct

P95 API latency

Both models on the same scale

codestral-latest: 10,000 mskimi-k2.7-code: 2,000 ms
21 Sept21 Oct

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.
  • kimi-k2.7-code recorded higher recent LLM7 stability during this period.
  • codestral-latest recorded a lower observed p95 API latency on LLM7 during this period.

Keep exploring