gemini-3.1-pro
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Chat comparison
gemini-3.1-provsgemini-3.8-flash-high
Compare the things that matter before you build: current price, capabilities, and latest aggregated LLM7 statistics.
Current pricing
See the cost difference clearly
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.
Input formats
gemini-3.1-pro
text
gemini-3.8-flash-high
text, image
Vision
gemini-3.1-pro
Not supported
gemini-3.8-flash-highBetter fit
Supported
JSON mode
gemini-3.1-proBetter 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%+
gemini-3.1-pro · leads in 20
69%
Moderate
gemini-3.8-flash-high · leads in 7
67%
Moderate
Knowledge & reasoning
General knowledge
gemini-3.1-pro73%gemini-3.8-flash-highLeads77%Logical reasoning
gemini-3.1-pro69%gemini-3.8-flash-highLeads70%Mathematics
gemini-3.1-proLeads76%gemini-3.8-flash-high73%Scientific and technical depth
gemini-3.1-proLeads76%gemini-3.8-flash-high70%Planning and task decomposition
gemini-3.1-pro67%gemini-3.8-flash-high67%
Coding & tools
Code generation
gemini-3.1-proLeads64%gemini-3.8-flash-high50%Debugging and code review
gemini-3.1-proLeads69%gemini-3.8-flash-high61%Agentic coding
gemini-3.1-proLeads69%gemini-3.8-flash-high64%Tool and function calling
gemini-3.1-proLeads73%gemini-3.8-flash-high66%SQL and query writing
gemini-3.1-proLeads73%gemini-3.8-flash-high61%
Writing & language
Creative writing
gemini-3.1-proLeads61%gemini-3.8-flash-high58%Professional writing
gemini-3.1-proLeads67%gemini-3.8-flash-high58%Conversational quality
gemini-3.1-proLeads67%gemini-3.8-flash-high65%Multilingual ability
gemini-3.1-pro98%gemini-3.8-flash-highLeads99%Translation
gemini-3.1-proLeads78%gemini-3.8-flash-high77%Summarization
gemini-3.1-pro55%gemini-3.8-flash-highLeads76%
Data & professional work
Data analysis
gemini-3.1-pro75%gemini-3.8-flash-high75%Professional domains
gemini-3.1-proLeads70%gemini-3.8-flash-high66%Information extraction
gemini-3.1-proLeads72%gemini-3.8-flash-high48%Classification and labeling
gemini-3.1-proLeads79%gemini-3.8-flash-high77%Long-context handling
gemini-3.1-pro40%gemini-3.8-flash-highLeads89%
Reliability & control
Instruction following
gemini-3.1-proLeads67%gemini-3.8-flash-high43%Structured output
gemini-3.1-proLeads77%gemini-3.8-flash-high9%Factual accuracy
gemini-3.1-proLeads75%gemini-3.8-flash-high72%Safety and alignment
gemini-3.1-proLeads69%gemini-3.8-flash-high68%Steerability
gemini-3.1-proLeads62%gemini-3.8-flash-high51%Output consistency
gemini-3.1-proLeads76%gemini-3.8-flash-high58%
Speed, cost & vision
Response speed
gemini-3.1-pro47%gemini-3.8-flash-highLeads87%Cost efficiency
gemini-3.1-pro54%gemini-3.8-flash-highLeads75%Image understanding
gemini-3.1-proNo image inputgemini-3.8-flash-high86%
Latest LLM7 statistics
Recent aggregated percentages and response-time metrics from LLM7, not a global model benchmark or traffic disclosure.
Recent stability
gemini-3.1-pro
89.68%
gemini-3.8-flash-high
95.32%
Average response time
gemini-3.1-pro
39,780.78 ms
gemini-3.8-flash-high
13,827.75 ms
P95 API latency
gemini-3.1-pro
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
gemini-3.1-pro: 85.7%gemini-3.8-flash-high: 85.7%
Average API latency
Both models on the same scale
gemini-3.1-pro: 43,687 msgemini-3.8-flash-high: 20,426 ms
P95 API latency
Both models on the same scale
gemini-3.1-pro: 60,000 msgemini-3.8-flash-high: 60,000 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
- gemini-3.8-flash-high supports image input while the other model does not.
- gemini-3.8-flash-high recorded higher recent LLM7 stability during this period.