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claude-sonnet-4-6vsgpt-6.1-sol

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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-sonnet-4-6

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.

Input formats

claude-sonnet-4-6

text, image

gpt-6.1-sol

text, image, json

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-sonnet-4-6 · leads in 8

84%

Strong

gpt-6.1-sol · leads in 18

86%

Strong

Knowledge & reasoning

  • General knowledge

    claude-sonnet-4-682%
    gpt-6.1-solLeads96%
  • Logical reasoning

    claude-sonnet-4-684%
    gpt-6.1-solLeads89%
  • Mathematics

    claude-sonnet-4-682%
    gpt-6.1-solLeads95%
  • Scientific and technical depth

    claude-sonnet-4-681%
    gpt-6.1-solLeads90%
  • Planning and task decomposition

    claude-sonnet-4-684%
    gpt-6.1-solLeads88%

Coding & tools

  • Code generation

    claude-sonnet-4-679%
    gpt-6.1-solLeads86%
  • Debugging and code review

    claude-sonnet-4-686%
    gpt-6.1-solLeads92%
  • Agentic coding

    claude-sonnet-4-689%
    gpt-6.1-solLeads93%
  • Tool and function calling

    claude-sonnet-4-686%
    gpt-6.1-solLeads90%
  • SQL and query writing

    claude-sonnet-4-686%
    gpt-6.1-solLeads94%

Writing & language

  • Creative writing

    claude-sonnet-4-6Leads84%
    gpt-6.1-sol82%
  • Professional writing

    claude-sonnet-4-6Leads89%
    gpt-6.1-sol87%
  • Conversational quality

    claude-sonnet-4-688%
    gpt-6.1-sol88%
  • Multilingual ability

    claude-sonnet-4-673%
    gpt-6.1-solLeads86%
  • Translation

    claude-sonnet-4-686%
    gpt-6.1-solLeads92%
  • Summarization

    claude-sonnet-4-6Leads89%
    gpt-6.1-sol87%

Data & professional work

  • Data analysis

    claude-sonnet-4-687%
    gpt-6.1-solLeads95%
  • Professional domains

    claude-sonnet-4-685%
    gpt-6.1-solLeads89%
  • Information extraction

    claude-sonnet-4-690%
    gpt-6.1-solLeads96%
  • Classification and labeling

    claude-sonnet-4-691%
    gpt-6.1-solLeads100%
  • Long-context handling

    claude-sonnet-4-6Leads91%
    gpt-6.1-sol89%

Reliability & control

  • Instruction following

    claude-sonnet-4-688%
    gpt-6.1-sol88%
  • Structured output

    claude-sonnet-4-693%
    gpt-6.1-solLeads99%
  • Factual accuracy

    claude-sonnet-4-6Leads92%
    gpt-6.1-sol86%
  • Safety and alignment

    claude-sonnet-4-6Leads87%
    gpt-6.1-sol79%
  • Steerability

    claude-sonnet-4-6Leads89%
    gpt-6.1-sol84%
  • Output consistency

    claude-sonnet-4-697%
    gpt-6.1-sol97%

Speed, cost & vision

  • Response speed

    claude-sonnet-4-640%
    gpt-6.1-sol40%
  • Cost efficiency

    claude-sonnet-4-6Leads68%
    gpt-6.1-sol49%
  • Image understanding

    claude-sonnet-4-662%
    gpt-6.1-solLeads68%

Latest LLM7 statistics

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

Recent stability

claude-sonnet-4-6

97.48%

gpt-6.1-sol

98.17%

Average response time

claude-sonnet-4-6

17,871.29 ms

gpt-6.1-sol

18,340.6 ms

P95 API latency

claude-sonnet-4-6

60,000 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

claude-sonnet-4-6: 100%gpt-6.1-sol: 91.7%
21 Sept21 Oct

Average API latency

Both models on the same scale

claude-sonnet-4-6: 4,447 msgpt-6.1-sol: 24,176 ms
21 Sept21 Oct

P95 API latency

Both models on the same scale

claude-sonnet-4-6: 5,000 msgpt-6.1-sol: 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.

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Quick take

  • The recent stability rates are too close to distinguish meaningfully.

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