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anthropic/claude-opus-4-8vsdeepseek-v4-pro

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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

anthropic/claude-opus-4-8

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deepseek-v4-pro

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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.

Input formats

anthropic/claude-opus-4-8

text, image, json

deepseek-v4-pro

text

Vision

anthropic/claude-opus-4-8Better fit

Supported

deepseek-v4-pro

Not supported

Reasoning

anthropic/claude-opus-4-8Better fit

Supported

deepseek-v4-pro

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%+

anthropic/claude-opus-4-8 · leads in 26

84%

Strong

deepseek-v4-pro · leads in 3

46%

Weak

Knowledge & reasoning

  • General knowledge

    anthropic/claude-opus-4-8Leads88%
    deepseek-v4-pro48%
  • Logical reasoning

    anthropic/claude-opus-4-8Leads91%
    deepseek-v4-pro26%
  • Mathematics

    anthropic/claude-opus-4-8Leads88%
    deepseek-v4-pro63%
  • Scientific and technical depth

    anthropic/claude-opus-4-8Leads93%
    deepseek-v4-pro57%
  • Planning and task decomposition

    anthropic/claude-opus-4-8Leads90%
    deepseek-v4-pro26%

Coding & tools

  • Code generation

    anthropic/claude-opus-4-8Leads82%
    deepseek-v4-pro60%
  • Debugging and code review

    anthropic/claude-opus-4-8Leads90%
    deepseek-v4-pro49%
  • Agentic coding

    anthropic/claude-opus-4-8Leads90%
    deepseek-v4-pro42%
  • Tool and function calling

    anthropic/claude-opus-4-8Leads92%
    deepseek-v4-pro42%
  • SQL and query writing

    anthropic/claude-opus-4-8Leads88%
    deepseek-v4-pro58%

Writing & language

  • Creative writing

    anthropic/claude-opus-4-8Leads89%
    deepseek-v4-pro34%
  • Professional writing

    anthropic/claude-opus-4-8Leads93%
    deepseek-v4-pro42%
  • Conversational quality

    anthropic/claude-opus-4-8Leads92%
    deepseek-v4-pro34%
  • Multilingual ability

    anthropic/claude-opus-4-8Leads73%
    deepseek-v4-pro59%
  • Translation

    anthropic/claude-opus-4-8Leads89%
    deepseek-v4-pro48%
  • Summarization

    anthropic/claude-opus-4-8Leads84%
    deepseek-v4-pro53%

Data & professional work

  • Data analysis

    anthropic/claude-opus-4-8Leads89%
    deepseek-v4-pro51%
  • Professional domains

    anthropic/claude-opus-4-8Leads94%
    deepseek-v4-pro44%
  • Information extraction

    anthropic/claude-opus-4-8Leads91%
    deepseek-v4-pro51%
  • Classification and labeling

    anthropic/claude-opus-4-8Leads84%
    deepseek-v4-pro49%
  • Long-context handling

    anthropic/claude-opus-4-858%
    deepseek-v4-proLeads75%

Reliability & control

  • Instruction following

    anthropic/claude-opus-4-8Leads93%
    deepseek-v4-pro40%
  • Structured output

    anthropic/claude-opus-4-8Leads99%
    deepseek-v4-pro59%
  • Factual accuracy

    anthropic/claude-opus-4-8Leads98%
    deepseek-v4-pro44%
  • Safety and alignment

    anthropic/claude-opus-4-8Leads96%
    deepseek-v4-pro34%
  • Steerability

    anthropic/claude-opus-4-8Leads95%
    deepseek-v4-pro36%
  • Output consistency

    anthropic/claude-opus-4-8Leads97%
    deepseek-v4-pro59%

Speed, cost & vision

  • Response speed

    anthropic/claude-opus-4-811%
    deepseek-v4-proLeads32%
  • Cost efficiency

    anthropic/claude-opus-4-818%
    deepseek-v4-proLeads30%
  • Image understanding

    anthropic/claude-opus-4-879%
    deepseek-v4-proNo image input

Latest LLM7 statistics

Recent aggregated percentages and response-time metrics from LLM7, not a global model benchmark or traffic disclosure.

Recent stability

anthropic/claude-opus-4-8

97.2%

deepseek-v4-pro

99.37%

Average response time

anthropic/claude-opus-4-8

7,987.25 ms

deepseek-v4-pro

21,349.57 ms

P95 API latency

anthropic/claude-opus-4-8

30,000 ms

deepseek-v4-pro

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

anthropic/claude-opus-4-8: 97%deepseek-v4-pro: 100%
21 Sept21 Oct

Average API latency

Both models on the same scale

anthropic/claude-opus-4-8: 8,328 msdeepseek-v4-pro: 21,275 ms
21 Sept21 Oct

P95 API latency

Both models on the same scale

anthropic/claude-opus-4-8: 30,000 msdeepseek-v4-pro: 60,000 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…
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Quick take

  • anthropic/claude-opus-4-8 supports image input while the other model does not.
  • deepseek-v4-pro recorded higher recent LLM7 stability during this period.
  • anthropic/claude-opus-4-8 recorded a lower observed p95 API latency on LLM7 during this period.

Keep exploring