Compare · 2026-10-14

GPT-6.1 Sol vs GPT-6 Astra

As of Oct 14, 2026, GPT-6.1 Sol leads GPT-6 Astra in 3 of 10 shared categories: General LLM, Reasoning, and Long context.

CategoryGPT-6.1 SolGPT-6 Astra
General LLM
#18 · #18 in General LLM
Margin 12.244897959183675
LMArena leaderboard dataset · Oct 13, 2026
#25 · #25 in General LLM
Margin 17.006802721088434
LMArena leaderboard dataset · Oct 13, 2026
Reasoning
#15 · #15 in Reasoning
Margin 10.958904109589042
LMArena leaderboard dataset · Oct 13, 2026
#23 · #23 in Reasoning
Margin 16.438356164383563
LMArena leaderboard dataset · Oct 13, 2026
Math
#— · Not enough data
Margin —
LMArena leaderboard dataset · Oct 13, 2026
#1 · SOTA · Math
Margin 0
Epoch AI benchmarking hub · Sep 3, 2026
Science
#4 · #4 in Science
Margin —
Epoch AI benchmarking hub · Sep 29, 2026
#2 · #2 in Science
Margin —
Epoch AI benchmarking hub · Sep 3, 2026
Coding
#2 · Near-SOTA · Coding
Margin 13.63636363636364
Terminal-Bench Harbor Hub · Oct 6, 2026
#2 · Near-SOTA · Coding
Margin 13.63636363636364
Terminal-Bench Harbor Hub · Oct 6, 2026
Coding › Agentic
#2 · Near-SOTA · Coding › Agentic
Margin 13.63636363636364
Terminal-Bench Harbor Hub · Oct 6, 2026
#2 · Near-SOTA · Coding › Agentic
Margin 13.63636363636364
Terminal-Bench Harbor Hub · Oct 6, 2026
Coding › Web dev
#4 · Near-SOTA · Coding › Web dev
Margin 2.803738317757009
LMArena leaderboard dataset · Oct 13, 2026
#2 · Near-SOTA · Coding › Web dev
Margin 0.9345794392523317
LMArena leaderboard dataset · Oct 13, 2026
Long context
#17 · #17 in Long context
Margin 11.564625850340136
LMArena leaderboard dataset · Oct 13, 2026
#22 · #22 in Long context
Margin 14.965986394557817
LMArena leaderboard dataset · Oct 13, 2026
Vision
#1 · Co-SOTA · Vision
Margin 0
Epoch AI benchmarking hub · Sep 29, 2026
#1 · Co-SOTA · Vision
Margin 0
Epoch AI benchmarking hub · Sep 3, 2026
Factuality
#29 · #29 in Factuality
Margin 22.388059701492537
LMArena leaderboard dataset · Oct 13, 2026
#25 · #25 in Factuality
Margin 19.402985074626883
LMArena leaderboard dataset · Oct 13, 2026
Abstraction (ARC)
#1 · #1 in Abstraction (ARC)
Margin —
Epoch AI benchmarking hub · Sep 29, 2026
#1 · #1 in Abstraction (ARC)
Margin —
Epoch AI benchmarking hub · Sep 3, 2026
Price per 1M tokens

GPT-6.1 Sol: $4.000000000000001 per 1M blended tokens.

GPT-6 Astra: $20 per 1M blended tokens.

Open weights

GPT-6.1 Sol: closed weights.

GPT-6 Astra: closed weights.

Which to pick

General LLM: As of Oct 14, 2026, GPT-6.1 Sol leads GPT-6 Astra in General LLM at #18 against #25.

Reasoning: As of Oct 14, 2026, GPT-6.1 Sol leads GPT-6 Astra in Reasoning at #15 against #23.

Science: As of Oct 14, 2026, GPT-6 Astra leads GPT-6.1 Sol in Science at #2 against #4.

Coding: As of Oct 14, 2026, GPT-6.1 Sol and GPT-6 Astra share #2 in Coding.

Coding › Agentic: As of Oct 14, 2026, GPT-6.1 Sol and GPT-6 Astra share #2 in Coding › Agentic.

Coding › Web dev: As of Oct 14, 2026, GPT-6 Astra leads GPT-6.1 Sol in Coding › Web dev at #2 against #4.

Long context: As of Oct 14, 2026, GPT-6.1 Sol leads GPT-6 Astra in Long context at #17 against #22.

Vision: As of Oct 14, 2026, GPT-6.1 Sol and GPT-6 Astra share #1 in Vision.

Factuality: As of Oct 14, 2026, GPT-6 Astra leads GPT-6.1 Sol in Factuality at #25 against #29.

Abstraction (ARC): As of Oct 14, 2026, GPT-6.1 Sol and GPT-6 Astra share #1 in Abstraction (ARC).

GPT-6.1 Sol · GPT-6 Astra

GPT-6.1 Sol or GPT-6 Astra?

As of Oct 14, 2026, GPT-6.1 Sol leads GPT-6 Astra in 3 of 10 shared categories: General LLM, Reasoning, and Long context.

GPT-6.1 Sol or GPT-6 Astra for General LLM?

As of Oct 14, 2026, GPT-6.1 Sol leads GPT-6 Astra in General LLM at #18 against #25.

GPT-6.1 Sol or GPT-6 Astra for Reasoning?

As of Oct 14, 2026, GPT-6.1 Sol leads GPT-6 Astra in Reasoning at #15 against #23.

GPT-6.1 Sol or GPT-6 Astra for Science?

As of Oct 14, 2026, GPT-6 Astra leads GPT-6.1 Sol in Science at #2 against #4.