LLM7.io
LLM7.io
Toggle theme

Chat comparison

anthropic/claude-opus-4-8vsgpt-6.1-sol

OpenAI logo

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

Checking current pricing…

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 13

84%

Strong

gpt-6.1-sol · leads in 15

86%

Strong

Knowledge & reasoning

  • General knowledge

    anthropic/claude-opus-4-888%
    gpt-6.1-solLeads96%
  • Logical reasoning

    anthropic/claude-opus-4-8Leads91%
    gpt-6.1-sol89%
  • Mathematics

    anthropic/claude-opus-4-888%
    gpt-6.1-solLeads95%
  • Scientific and technical depth

    anthropic/claude-opus-4-8Leads93%
    gpt-6.1-sol90%
  • Planning and task decomposition

    anthropic/claude-opus-4-8Leads90%
    gpt-6.1-sol88%

Coding & tools

  • Code generation

    anthropic/claude-opus-4-882%
    gpt-6.1-solLeads86%
  • Debugging and code review

    anthropic/claude-opus-4-890%
    gpt-6.1-solLeads92%
  • Agentic coding

    anthropic/claude-opus-4-890%
    gpt-6.1-solLeads93%
  • Tool and function calling

    anthropic/claude-opus-4-8Leads92%
    gpt-6.1-sol90%
  • SQL and query writing

    anthropic/claude-opus-4-888%
    gpt-6.1-solLeads94%

Writing & language

  • Creative writing

    anthropic/claude-opus-4-8Leads89%
    gpt-6.1-sol82%
  • Professional writing

    anthropic/claude-opus-4-8Leads93%
    gpt-6.1-sol87%
  • Conversational quality

    anthropic/claude-opus-4-8Leads92%
    gpt-6.1-sol88%
  • Multilingual ability

    anthropic/claude-opus-4-873%
    gpt-6.1-solLeads86%
  • Translation

    anthropic/claude-opus-4-889%
    gpt-6.1-solLeads92%
  • Summarization

    anthropic/claude-opus-4-884%
    gpt-6.1-solLeads87%

Data & professional work

  • Data analysis

    anthropic/claude-opus-4-889%
    gpt-6.1-solLeads95%
  • Professional domains

    anthropic/claude-opus-4-8Leads94%
    gpt-6.1-sol89%
  • Information extraction

    anthropic/claude-opus-4-891%
    gpt-6.1-solLeads96%
  • Classification and labeling

    anthropic/claude-opus-4-884%
    gpt-6.1-solLeads100%
  • Long-context handling

    anthropic/claude-opus-4-858%
    gpt-6.1-solLeads89%

Reliability & control

  • Instruction following

    anthropic/claude-opus-4-8Leads93%
    gpt-6.1-sol88%
  • Structured output

    anthropic/claude-opus-4-899%
    gpt-6.1-sol99%
  • Factual accuracy

    anthropic/claude-opus-4-8Leads98%
    gpt-6.1-sol86%
  • Safety and alignment

    anthropic/claude-opus-4-8Leads96%
    gpt-6.1-sol79%
  • Steerability

    anthropic/claude-opus-4-8Leads95%
    gpt-6.1-sol84%
  • Output consistency

    anthropic/claude-opus-4-897%
    gpt-6.1-sol97%

Speed, cost & vision

  • Response speed

    anthropic/claude-opus-4-811%
    gpt-6.1-solLeads40%
  • Cost efficiency

    anthropic/claude-opus-4-818%
    gpt-6.1-solLeads49%
  • Image understanding

    anthropic/claude-opus-4-8Leads79%
    gpt-6.1-sol68%

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%

gpt-6.1-sol

98.17%

Average response time

anthropic/claude-opus-4-8

7,987.25 ms

gpt-6.1-sol

18,340.6 ms

P95 API latency

anthropic/claude-opus-4-8

30,000 ms

gpt-6.1-sol

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%gpt-6.1-sol: 91.7%
27 Sept21 Oct

Average API latency

Both models on the same scale

anthropic/claude-opus-4-8: 8,328 msgpt-6.1-sol: 24,176 ms
27 Sept21 Oct

P95 API latency

Both models on the same scale

anthropic/claude-opus-4-8: 30,000 msgpt-6.1-sol: 60,000 ms
27 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

  • The recent stability rates are too close to distinguish meaningfully.
  • anthropic/claude-opus-4-8 recorded a lower observed p95 API latency on LLM7 during this period.

Keep exploring