Gemini 3.1 Pro Preview vs GPT-6 Sol
As of Oct 14, 2026, Gemini 3.1 Pro Preview leads GPT-6 Sol in 6 of 8 shared categories: General LLM, Reasoning, Science, Long context, Factuality, and Abstraction (ARC).
Gemini 3.1 Pro Preview
Yes. Yes on Math (best per dollar). Not the overall leader.
GPT-6 Sol
#5 Best current rank: #5 in Coding, as of Oct 14, 2026.
| Category | Gemini 3.1 Pro Preview | GPT-6 Sol |
|---|---|---|
| General LLM | #15 · Was SOTA · General LLM Margin 10.204081632653057 LMArena leaderboard dataset · Oct 13, 2026 | #43 · #43 in General LLM Margin 29.25170068027211 LMArena leaderboard dataset · Oct 13, 2026 |
| Reasoning | #14 · Was SOTA · Reasoning Margin 10.273972602739732 LMArena leaderboard dataset · Oct 13, 2026 | #39 · #39 in Reasoning Margin 27.397260273972606 LMArena leaderboard dataset · Oct 13, 2026 |
| Math | #3 · Near-SOTA · Math Margin 4.444444444444443 Epoch AI benchmarking hub · Feb 19, 2026 | #— · Not enough data Margin — LMArena leaderboard dataset · Oct 13, 2026 |
| Science | #7 · #7 in Science Margin — Epoch AI benchmarking hub · Feb 19, 2026 | #8 · #8 in Science Margin — Epoch AI benchmarking hub · Sep 22, 2026 |
| Coding | #— · Not enough data Margin — LMArena leaderboard dataset · Oct 13, 2026 | #5 · #5 in Coding Margin 27.272727272727266 Terminal-Bench Harbor Hub · Oct 6, 2026 |
| Coding › Agentic | — | #5 · #5 in Coding › Agentic Margin 27.272727272727266 Terminal-Bench Harbor Hub · Oct 6, 2026 |
| Coding › Web dev | #58 · #58 in Coding › Web dev Margin 53.271028037383175 LMArena leaderboard dataset · Oct 13, 2026 | #7 · #7 in Coding › Web dev Margin 5.607476635514018 LMArena leaderboard dataset · Oct 13, 2026 |
| Long context | #12 · Was SOTA · Long context Margin 8.163265306122454 LMArena leaderboard dataset · Oct 13, 2026 | #49 · #49 in Long context Margin 33.33333333333333 LMArena leaderboard dataset · Oct 13, 2026 |
| Vision | #25 · Was SOTA · Vision Margin 68.42105263157896 Epoch AI benchmarking hub · Feb 19, 2026 | #9 · #9 in Vision Margin 26.315789473684205 Epoch AI benchmarking hub · Sep 22, 2026 |
| Factuality | #18 · #18 in Factuality Margin 14.179104477611943 LMArena leaderboard dataset · Oct 13, 2026 | #70 · #70 in Factuality Margin 52.985074626865675 LMArena leaderboard dataset · Oct 13, 2026 |
| Abstraction (ARC) | #2 · #2 in Abstraction (ARC) Margin — Epoch AI benchmarking hub · Feb 19, 2026 | #6 · #6 in Abstraction (ARC) Margin — Epoch AI benchmarking hub · Sep 22, 2026 |
Gemini 3.1 Pro Preview: $4.5 per 1M blended tokens.
GPT-6 Sol: $4.000000000000001 per 1M blended tokens.
Gemini 3.1 Pro Preview: closed weights.
GPT-6 Sol: closed weights.
General LLM: As of Oct 14, 2026, Gemini 3.1 Pro Preview leads GPT-6 Sol in General LLM at #15 against #43.
Reasoning: As of Oct 14, 2026, Gemini 3.1 Pro Preview leads GPT-6 Sol in Reasoning at #14 against #39.
Science: As of Oct 14, 2026, Gemini 3.1 Pro Preview leads GPT-6 Sol in Science at #7 against #8.
Coding › Web dev: As of Oct 14, 2026, GPT-6 Sol leads Gemini 3.1 Pro Preview in Coding › Web dev at #7 against #58.
Long context: As of Oct 14, 2026, Gemini 3.1 Pro Preview leads GPT-6 Sol in Long context at #12 against #49.
Vision: As of Oct 14, 2026, GPT-6 Sol leads Gemini 3.1 Pro Preview in Vision at #9 against #25.
Factuality: As of Oct 14, 2026, Gemini 3.1 Pro Preview leads GPT-6 Sol in Factuality at #18 against #70.
Abstraction (ARC): As of Oct 14, 2026, Gemini 3.1 Pro Preview leads GPT-6 Sol in Abstraction (ARC) at #2 against #6.
Gemini 3.1 Pro Preview · GPT-6 Sol
Gemini 3.1 Pro Preview or GPT-6 Sol?
As of Oct 14, 2026, Gemini 3.1 Pro Preview leads GPT-6 Sol in 6 of 8 shared categories: General LLM, Reasoning, Science, Long context, Factuality, and Abstraction (ARC).
Gemini 3.1 Pro Preview or GPT-6 Sol for General LLM?
As of Oct 14, 2026, Gemini 3.1 Pro Preview leads GPT-6 Sol in General LLM at #15 against #43.
Gemini 3.1 Pro Preview or GPT-6 Sol for Reasoning?
As of Oct 14, 2026, Gemini 3.1 Pro Preview leads GPT-6 Sol in Reasoning at #14 against #39.
Gemini 3.1 Pro Preview or GPT-6 Sol for Science?
As of Oct 14, 2026, Gemini 3.1 Pro Preview leads GPT-6 Sol in Science at #7 against #8.