OpenAI GPT-4o vs Google Gemini 2.0 Flash Thinking

Detailed comparison for LLMs

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On Guardion's LLM vulnerability Benchmark, Google Gemini 2.0 Flash Thinking is the more secure of the two: GPT-4o scores 22.8% and Gemini 2.0 Flash Thinking scores 21.5% 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

Gemini 2.0 Flash Thinking is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for OpenAI GPT-4o vs Google Gemini 2.0 Flash Thinking. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

GPT-4o
22.8%
Gemini 2.0 Flash Thinking
21.5%

TAP Attack Method (ASR)

GPT-4o
39.6%
Gemini 2.0 Flash Thinking
100.0%

Crescendo Attack Method (ASR)

GPT-4o
25.6%
Gemini 2.0 Flash Thinking
100.0%

Zero-Shot (ASR)

GPT-4o
3.4%
Gemini 2.0 Flash Thinking
100.0%

Key Highlights

  • Google Gemini 2.0 Flash Thinking has a lower Overall (ASR).
  • OpenAI GPT-4o has a lower TAP Attack Method (ASR).
  • OpenAI GPT-4o has a lower Crescendo Attack Method (ASR).
  • OpenAI GPT-4o has a lower Zero-Shot (ASR).

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
GPT-4o
Gemini 2.0 Flash Thinking
Full security profile
OpenAI GPT-4o
Full security profile
Google Gemini 2.0 Flash Thinking

Frequently asked questions

Is OpenAI GPT-4o or Google Gemini 2.0 Flash Thinking more secure?

On Guardion's LLM vulnerability Benchmark, Google Gemini 2.0 Flash Thinking is the more secure of the two: GPT-4o scores 22.8% and Gemini 2.0 Flash Thinking scores 21.5% 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 GPT-4o vs Gemini 2.0 Flash Thinking?

GPT-4o has a 22.8% ASR and Gemini 2.0 Flash Thinking has a 21.5% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were GPT-4o and Gemini 2.0 Flash Thinking 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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