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safety benchmark

Google Real-world Vulnerability Discovery Leaderboard

Google Real-world Vulnerability Discovery is an internal benchmark covering more than 1,200 recent confirmed vulnerabilities in popular open-source projects across 20 programming languages.

Updated Sep 5, 2026

Models1
Model coverage1
MetricScore
EvidenceB

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Google Real-world Vulnerability Discovery Ranking

Higher score ranks better on this benchmark.

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Rank
Model
Score
Percentile
Participants
Evidence
Evaluated
Rank01ModelGOGemini 3.8 Flash CyberGoogleScore71.00%Percentile100.00%Participants1EvidenceCEvaluatedSep 8, 2026

Google Real-world Vulnerability Discovery Highlights

The leading models and scores on this benchmark.

Rank #1Gemini 3.8 Flash Cyber71.00%

The Top AI Models for Google Real-world Vulnerability Discovery

The first five results on this benchmark, with official price and output speed added where the model identity can be matched.

What is Google Real-world Vulnerability Discovery?

What Google Real-world Vulnerability Discovery measures and how its scores work.

Google Real-world Vulnerability Discovery is Google's internal vulnerability-discovery benchmark.

It measures recall across more than 1,200 recent confirmed vulnerabilities in popular open-source projects spanning 20 programming languages, using the Score metric as a ratio.

Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.

Family
Google Real-world Vulnerability Discovery
Modality
text
Primary category
safety
Score direction
higher
LLMBoard eligible
No
Evaluation key
overall

LLM Stats. Benchmark scores retain their original unit. Overall score eligibility is shown separately.

FAQ

Common questions about Google Real-world Vulnerability Discovery.

Which model scores highest on Google Real-world Vulnerability Discovery?

Gemini 3.8 Flash Cyber is currently ranked first with 71.00%.

What are the top three models on Google Real-world Vulnerability Discovery?

The current leaders are Gemini 3.8 Flash Cyber (71.00%).

Which Google Real-world Vulnerability Discovery model has the lowest official input price?

No matched official input price is currently available.

Which models are fastest among Google Real-world Vulnerability Discovery results?

No matched runtime record is currently available.

Does the highest score result prove overall model quality?

No. This benchmark measures one defined capability or task. The overall LLMBoard score uses a separate aggregation across eligible benchmark evidence.

What does Google Real-world Vulnerability Discovery measure?

It measures recall across more than 1,200 recent confirmed vulnerabilities in popular open-source projects spanning 20 programming languages, using the Score metric as a ratio.

Is a higher score better?

Yes. Higher values rank better for this benchmark.

How many models are compared?

1 model results are currently shown.

Does this benchmark affect the overall score?

No. This benchmark is shown for reference but does not contribute to the overall score.

Ranking basisThis google real-world vulnerability discovery AI model leaderboard uses descending score in the benchmark original unit. The leaderboard ranking keeps matched price and speed data separate from benchmark evidence.

  1. 01
    GO
    Gemini 3.8 Flash CyberGoogle
    Score
    71.00%

    Strengths

    • Ranks #1 of 1 compared models
    • 100th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures Google Real-world Vulnerability Discovery, not total model capability

Selection summary

Best AI Models for Google Real-world Vulnerability Discovery

Gemini 3.8 Flash Cyber currently leads Google Real-world Vulnerability Discovery with 71.00%. It is the top model on this specific benchmark, while the best LLM for the broader task should also be checked against other benchmarks, price, and runtime.

Use this leaderboard with the supporting benchmark results and coverage details above. A leaderboard position summarizes the selected ranking signal; it does not replace workload-specific testing.

Benchmark rank #1Gemini 3.8 Flash Cyber71.00%