claude-sonnet-4-6
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Chat comparison
claude-sonnet-4-6vsgpt-6-astra
Compare the things that matter before you build: current price, capabilities, and latest aggregated LLM7 statistics.
Current pricing
See the cost difference clearly
gpt-6-astra
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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 26
84%
Strong
gpt-6-astra · leads in 3
76%
Moderate
Knowledge & reasoning
General knowledge
claude-sonnet-4-682%gpt-6-astraLeads87%Logical reasoning
claude-sonnet-4-6Leads84%gpt-6-astra81%Mathematics
claude-sonnet-4-682%gpt-6-astraLeads83%Scientific and technical depth
claude-sonnet-4-681%gpt-6-astra81%Planning and task decomposition
claude-sonnet-4-6Leads84%gpt-6-astra81%
Coding & tools
Code generation
claude-sonnet-4-6Leads79%gpt-6-astra75%Debugging and code review
claude-sonnet-4-6Leads86%gpt-6-astra82%Agentic coding
claude-sonnet-4-6Leads89%gpt-6-astra83%Tool and function calling
claude-sonnet-4-6Leads86%gpt-6-astra82%SQL and query writing
claude-sonnet-4-6Leads86%gpt-6-astra82%
Writing & language
Creative writing
claude-sonnet-4-6Leads84%gpt-6-astra77%Professional writing
claude-sonnet-4-6Leads89%gpt-6-astra79%Conversational quality
claude-sonnet-4-6Leads88%gpt-6-astra80%Multilingual ability
claude-sonnet-4-673%gpt-6-astraLeads76%Translation
claude-sonnet-4-6Leads86%gpt-6-astra81%Summarization
claude-sonnet-4-6Leads89%gpt-6-astra77%
Data & professional work
Data analysis
claude-sonnet-4-6Leads87%gpt-6-astra84%Professional domains
claude-sonnet-4-6Leads85%gpt-6-astra81%Information extraction
claude-sonnet-4-6Leads90%gpt-6-astra82%Classification and labeling
claude-sonnet-4-6Leads91%gpt-6-astra86%Long-context handling
claude-sonnet-4-6Leads91%gpt-6-astra84%
Reliability & control
Instruction following
claude-sonnet-4-6Leads88%gpt-6-astra78%Structured output
claude-sonnet-4-6Leads93%gpt-6-astra84%Factual accuracy
claude-sonnet-4-6Leads92%gpt-6-astra75%Safety and alignment
claude-sonnet-4-6Leads87%gpt-6-astra72%Steerability
claude-sonnet-4-6Leads89%gpt-6-astra77%Output consistency
claude-sonnet-4-6Leads97%gpt-6-astra80%
Speed, cost & vision
Response speed
claude-sonnet-4-6Leads40%gpt-6-astra30%Cost efficiency
claude-sonnet-4-6Leads68%gpt-6-astra28%Image understanding
claude-sonnet-4-6Leads62%gpt-6-astra61%
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
98.73%
gpt-6-astra
95.38%
Average response time
claude-sonnet-4-6
16,719.77 ms
gpt-6-astra
13,054.86 ms
P95 API latency
claude-sonnet-4-6
60,000 ms
gpt-6-astra
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-astra: 100%
Average API latency
Both models on the same scale
claude-sonnet-4-6: 21,098 msgpt-6-astra: 4,296 ms
P95 API latency
Both models on the same scale
claude-sonnet-4-6: 60,000 msgpt-6-astra: 10,000 ms
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-sonnet-4-6 recorded higher recent LLM7 stability during this period.