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claude-opus-4-8vsgemini-3.8-flash-high

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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

claude-opus-4-8

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gemini-3.8-flash-high

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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.

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claude-opus-4-8Better fit

Supported

gemini-3.8-flash-high

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-opus-4-8 · leads in 26

85%

Strong

gemini-3.8-flash-high · leads in 4

67%

Moderate

Knowledge & reasoning

  • General knowledge

    claude-opus-4-8Leads86%
    gemini-3.8-flash-high77%
  • Logical reasoning

    claude-opus-4-8Leads89%
    gemini-3.8-flash-high70%
  • Mathematics

    claude-opus-4-8Leads88%
    gemini-3.8-flash-high73%
  • Scientific and technical depth

    claude-opus-4-8Leads92%
    gemini-3.8-flash-high70%
  • Planning and task decomposition

    claude-opus-4-8Leads89%
    gemini-3.8-flash-high67%

Coding & tools

  • Code generation

    claude-opus-4-8Leads80%
    gemini-3.8-flash-high50%
  • Debugging and code review

    claude-opus-4-8Leads89%
    gemini-3.8-flash-high61%
  • Agentic coding

    claude-opus-4-8Leads91%
    gemini-3.8-flash-high64%
  • Tool and function calling

    claude-opus-4-8Leads89%
    gemini-3.8-flash-high66%
  • SQL and query writing

    claude-opus-4-8Leads88%
    gemini-3.8-flash-high61%

Writing & language

  • Creative writing

    claude-opus-4-8Leads88%
    gemini-3.8-flash-high58%
  • Professional writing

    claude-opus-4-8Leads92%
    gemini-3.8-flash-high58%
  • Conversational quality

    claude-opus-4-8Leads90%
    gemini-3.8-flash-high65%
  • Multilingual ability

    claude-opus-4-877%
    gemini-3.8-flash-highLeads99%
  • Translation

    claude-opus-4-8Leads91%
    gemini-3.8-flash-high77%
  • Summarization

    claude-opus-4-8Leads93%
    gemini-3.8-flash-high76%

Data & professional work

  • Data analysis

    claude-opus-4-8Leads91%
    gemini-3.8-flash-high75%
  • Professional domains

    claude-opus-4-8Leads92%
    gemini-3.8-flash-high66%
  • Information extraction

    claude-opus-4-8Leads91%
    gemini-3.8-flash-high48%
  • Classification and labeling

    claude-opus-4-8Leads85%
    gemini-3.8-flash-high77%
  • Long-context handling

    claude-opus-4-8Leads94%
    gemini-3.8-flash-high89%

Reliability & control

  • Instruction following

    claude-opus-4-8Leads89%
    gemini-3.8-flash-high43%
  • Structured output

    claude-opus-4-8Leads92%
    gemini-3.8-flash-high9%
  • Factual accuracy

    claude-opus-4-8Leads95%
    gemini-3.8-flash-high72%
  • Safety and alignment

    claude-opus-4-8Leads91%
    gemini-3.8-flash-high68%
  • Steerability

    claude-opus-4-8Leads92%
    gemini-3.8-flash-high51%
  • Output consistency

    claude-opus-4-8Leads95%
    gemini-3.8-flash-high58%

Speed, cost & vision

  • Response speed

    claude-opus-4-813%
    gemini-3.8-flash-highLeads87%
  • Cost efficiency

    claude-opus-4-826%
    gemini-3.8-flash-highLeads75%
  • Image understanding

    claude-opus-4-878%
    gemini-3.8-flash-highLeads86%

Latest LLM7 statistics

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

Recent stability

claude-opus-4-8

97.73%

gemini-3.8-flash-high

91.81%

Average response time

claude-opus-4-8

14,935.78 ms

gemini-3.8-flash-high

14,690.91 ms

P95 API latency

claude-opus-4-8

60,000 ms

gemini-3.8-flash-high

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

claude-opus-4-8: 100%gemini-3.8-flash-high: 70.9%
23 Sept23 Oct

Average API latency

Both models on the same scale

claude-opus-4-8: 45,417 msgemini-3.8-flash-high: 18,373 ms
23 Sept23 Oct

P95 API latency

Both models on the same scale

claude-opus-4-8: 60,000 msgemini-3.8-flash-high: 60,000 ms
23 Sept23 Oct

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-opus-4-8 recorded higher recent LLM7 stability during this period.

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