xAI Grok-4 Fast Non-Reasoning vs Cohere Command R

Detailed comparison for LLMs

xAICohere

On Guardion's LLM vulnerability Benchmark, Cohere Command R is the more secure of the two: Grok-4 Fast Non-Reasoning scores 33.0% and Command R scores 32.9% on attack success rate (ASR) (lower is better). One or both scores are estimated from public safety evaluations pending a Guardion benchmark run.

Head-to-Head Overview

Command R is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for xAI Grok-4 Fast Non-Reasoning vs Cohere Command R. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

Grok-4 Fast Non-Reasoning
33.0%
Command R
32.9%

TAP Attack Method (ASR)

Grok-4 Fast Non-Reasoning
100.0%
Command R
56.7%

Crescendo Attack Method (ASR)

Grok-4 Fast Non-Reasoning
100.0%
Command R
32.6%

Zero-Shot (ASR)

Grok-4 Fast Non-Reasoning
100.0%
Command R
9.4%

Key Highlights

  • Cohere Command R has a lower Overall (ASR).
  • Cohere Command R has a lower TAP Attack Method (ASR).
  • Cohere Command R has a lower Crescendo Attack Method (ASR).
  • Cohere Command R has a lower Zero-Shot (ASR).

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Grok-4 Fast Non-Reasoning
Command R
Full security profile
xAI Grok-4 Fast Non-Reasoning
Full security profile
Cohere Command R

Frequently asked questions

Is xAI Grok-4 Fast Non-Reasoning or Cohere Command R more secure?

On Guardion's LLM vulnerability Benchmark, Cohere Command R is the more secure of the two: Grok-4 Fast Non-Reasoning scores 33.0% and Command R scores 32.9% on attack success rate (ASR) (lower is better). One or both scores are estimated from public safety evaluations pending a Guardion benchmark run.

What is the attack success rate (ASR) of Grok-4 Fast Non-Reasoning vs Command R?

Grok-4 Fast Non-Reasoning has a 33.0% ASR and Command R has a 32.9% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were Grok-4 Fast Non-Reasoning and Command R tested?

Both were red-teamed with the HarmBench framework across zero-shot, TAP (Tree of Attacks with Pruning), and Crescendo multi-turn attacks, scored by Attack Success Rate.

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