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Compare · 2026-10-15

GPT-6.1 Sol vs Step 5 Preview

As of Oct 15, 2026, GPT-6.1 Sol leads Step 5 Preview in 5 of 5 shared categories: General LLM, Reasoning, Coding › Web dev, Long context, and Factuality.

CategoryGPT-6.1 SolStep 5 Preview
General LLM
#18 · #18 in General LLM
Margin 9.574468085106389
LMArena leaderboard dataset · Oct 13, 2026
#77 · #77 in General LLM
Margin 40.95744680851064
LMArena leaderboard dataset · Oct 13, 2026
Reasoning
#15 · #15 in Reasoning
Margin 8.510638297872347
LMArena leaderboard dataset · Oct 13, 2026
#63 · #63 in Reasoning
Margin 34.04255319148936
LMArena leaderboard dataset · Oct 13, 2026
Math
#— · Not enough data
Margin —
LMArena leaderboard dataset · Oct 13, 2026
#— · Not enough data
Margin —
LMArena leaderboard dataset · Oct 13, 2026
Science
#4 · #4 in Science
Margin —
Epoch AI benchmarking hub · Sep 29, 2026
—
Coding
#2 · Near-SOTA · Coding
Margin 13.63636363636364
Terminal-Bench Harbor Hub · Oct 6, 2026
#— · Not enough data
Margin —
LMArena leaderboard dataset · Oct 13, 2026
Coding › Agentic
#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 2.4000000000000057
LMArena leaderboard dataset · Oct 13, 2026
#33 · #33 in Coding › Web dev
Margin 25.599999999999994
LMArena leaderboard dataset · Oct 13, 2026
Long context
#18 · #18 in Long context
Margin 9.574468085106389
LMArena leaderboard dataset · Oct 13, 2026
#68 · #68 in Long context
Margin 36.170212765957444
LMArena leaderboard dataset · Oct 13, 2026
Vision
#1 · Co-SOTA · Vision
Margin 0
Epoch AI benchmarking hub · Sep 29, 2026
#— · Not enough data
Margin —
LMArena leaderboard dataset · Oct 9, 2026
Factuality
#33 · #33 in Factuality
Margin 19.767441860465127
LMArena leaderboard dataset · Oct 13, 2026
#69 · #69 in Factuality
Margin 40.69767441860465
LMArena leaderboard dataset · Oct 13, 2026
Abstraction (ARC)
#1 · #1 in Abstraction (ARC)
Margin —
Epoch AI benchmarking hub · Sep 29, 2026
—
Price per 1M tokens

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

Step 5 Preview: $1.4249999999999998 per 1M blended tokens.

Open weights

GPT-6.1 Sol: closed weights.

Step 5 Preview: closed weights.

Which to pick

General LLM: As of Oct 15, 2026, GPT-6.1 Sol leads Step 5 Preview in General LLM at #18 against #77.

Reasoning: As of Oct 15, 2026, GPT-6.1 Sol leads Step 5 Preview in Reasoning at #15 against #63.

Coding › Web dev: As of Oct 15, 2026, GPT-6.1 Sol leads Step 5 Preview in Coding › Web dev at #4 against #33.

Long context: As of Oct 15, 2026, GPT-6.1 Sol leads Step 5 Preview in Long context at #18 against #68.

Factuality: As of Oct 15, 2026, GPT-6.1 Sol leads Step 5 Preview in Factuality at #33 against #69.

GPT-6.1 Sol · Step 5 Preview

GPT-6.1 Sol or Step 5 Preview?

As of Oct 15, 2026, GPT-6.1 Sol leads Step 5 Preview in 5 of 5 shared categories: General LLM, Reasoning, Coding › Web dev, Long context, and Factuality.

GPT-6.1 Sol or Step 5 Preview for General LLM?

As of Oct 15, 2026, GPT-6.1 Sol leads Step 5 Preview in General LLM at #18 against #77.

GPT-6.1 Sol or Step 5 Preview for Reasoning?

As of Oct 15, 2026, GPT-6.1 Sol leads Step 5 Preview in Reasoning at #15 against #63.

GPT-6.1 Sol or Step 5 Preview for Coding › Web dev?

As of Oct 15, 2026, GPT-6.1 Sol leads Step 5 Preview in Coding › Web dev at #4 against #33.