Compare · 2026-10-14

Claude Opus 4.8 vs Step 3.5 Flash

As of Oct 14, 2026, Claude Opus 4.8 leads Step 3.5 Flash in 4 of 4 shared categories: General LLM, Reasoning, Long context, and Factuality.

CategoryClaude Opus 4.8Step 3.5 Flash
General LLM
#20 · #20 in General LLM
Margin 13.605442176870753
LMArena leaderboard dataset · Oct 13, 2026
#123 · #123 in General LLM
Margin 83.6734693877551
LMArena leaderboard dataset · Oct 13, 2026
Reasoning
#10 · #10 in Reasoning
Margin 7.534246575342465
LMArena leaderboard dataset · Oct 13, 2026
#124 · #124 in Reasoning
Margin 85.61643835616438
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
#27 · #27 in Science
Margin —
Epoch AI benchmarking hub · May 28, 2026
—
Coding
#12 · #12 in Coding
Margin 59.09090909090909
Terminal-Bench Harbor Hub · Oct 6, 2026
#— · Not enough data
Margin —
LMArena leaderboard dataset · Oct 13, 2026
Coding › Agentic
#12 · #12 in Coding › Agentic
Margin 59.09090909090909
Terminal-Bench Harbor Hub · Oct 6, 2026
—
Coding › Web dev
#33 · Was SOTA · Coding › Web dev
Margin 29.90654205607477
LMArena leaderboard dataset · Oct 13, 2026
—
Long context
#10 · Was SOTA · Long context
Margin 6.802721088435391
LMArena leaderboard dataset · Oct 13, 2026
#119 · #119 in Long context
Margin 80.95238095238095
LMArena leaderboard dataset · Oct 13, 2026
Vision
#13 · #13 in Vision
Margin 36.842105263157904
Epoch AI benchmarking hub · May 28, 2026
—
Factuality
#21 · #21 in Factuality
Margin 16.417910447761187
LMArena leaderboard dataset · Oct 13, 2026
#99 · #99 in Factuality
Margin 74.6268656716418
LMArena leaderboard dataset · Oct 13, 2026
Abstraction (ARC)
#12 · #12 in Abstraction (ARC)
Margin —
Epoch AI benchmarking hub · May 28, 2026
—
Price per 1M tokens

Claude Opus 4.8: $10 per 1M blended tokens.

Step 3.5 Flash: $0.15 per 1M blended tokens.

Open weights

Claude Opus 4.8: closed weights.

Step 3.5 Flash: open weights.

Which to pick

General LLM: As of Oct 14, 2026, Claude Opus 4.8 leads Step 3.5 Flash in General LLM at #20 against #123.

Reasoning: As of Oct 14, 2026, Claude Opus 4.8 leads Step 3.5 Flash in Reasoning at #10 against #124.

Long context: As of Oct 14, 2026, Claude Opus 4.8 leads Step 3.5 Flash in Long context at #10 against #119.

Factuality: As of Oct 14, 2026, Claude Opus 4.8 leads Step 3.5 Flash in Factuality at #21 against #99.

Claude Opus 4.8 · Step 3.5 Flash

Claude Opus 4.8 or Step 3.5 Flash?

As of Oct 14, 2026, Claude Opus 4.8 leads Step 3.5 Flash in 4 of 4 shared categories: General LLM, Reasoning, Long context, and Factuality.

Claude Opus 4.8 or Step 3.5 Flash for General LLM?

As of Oct 14, 2026, Claude Opus 4.8 leads Step 3.5 Flash in General LLM at #20 against #123.

Claude Opus 4.8 or Step 3.5 Flash for Reasoning?

As of Oct 14, 2026, Claude Opus 4.8 leads Step 3.5 Flash in Reasoning at #10 against #124.

Claude Opus 4.8 or Step 3.5 Flash for Long context?

As of Oct 14, 2026, Claude Opus 4.8 leads Step 3.5 Flash in Long context at #10 against #119.