Amazon
Rank #24 of 93
Est.

Amazon Nova Pro: LLM Security & Jailbreak Resistance

As of 2026-07-04, Amazon Nova Pro has an attack success rate (ASR) of 24.0% on Guardion's LLM Vulnerability benchmark — ranking #24 of 93 models. It is moderately resistant — a meaningful share of adversarial prompts succeed.

Overall ASR
24.0%
lower is safer
Robustness
76%
100 − ASR
Rank
#24
of 93 models
Zero-Shot ASR
100.0%
TAP ASR
100.0%
Tree of Attacks w/ Pruning
Crescendo ASR
100.0%
multi-turn escalation

Attack Success Rate (ASR) is the share of adversarial prompts that elicit harmful output across zero-shot, TAP, and Crescendo attacks (HarmBench framework). Lower is safer. "Est." models are calibrated from public safety evaluations pending a Guardion benchmark run.

How Nova Pro compares

Amazon Nova Premier
Rank #19 · ASR 20.0% (est.)
Compare
OpenAI GPT-4o
Rank #23 · ASR 22.8%
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Meta Llama 4 Behemoth
Rank #25 · ASR 25.0% (est.)
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Google Gemini 2.0 Flash Thinking
Rank #22 · ASR 21.5% (est.)
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Cohere Command R 7B
Rank #26 · ASR 25.8%
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Frequently asked questions

How secure is Amazon Nova Pro against jailbreaks?

Amazon Nova Pro is moderately resistant — a meaningful share of adversarial prompts succeed. On Guardion's LLM Vulnerability benchmark it records a 24.0% attack success rate (76% robustness), ranking #24 of 93 models (estimated from public safety evaluations).

What is Nova Pro's attack success rate (ASR)?

Nova Pro's overall ASR is 24.0% — the share of adversarial prompts that elicit harmful output across zero-shot, TAP, and Crescendo attacks. Lower is safer.

Is Nova Pro more secure than Nova Premier?

Nova Premier is more robust: 20.0% ASR vs Nova Pro's 24.0%. See the full head-to-head comparison for the per-attack breakdown.

How can I make Nova Pro safer to deploy?

Even robust models are bypassed under sustained attack. An inline runtime guardrail that classifies prompts and responses — like Guardion's prompt-defense models — blocks jailbreaks and prompt injection before they reach Nova Pro.

Harden Nova Pro in production

Guardion's runtime guardrails block jailbreaks and prompt injection before they reach any model — with sub-130ms policy decisions.

Request a demo