safety benchmark
Gray Swan IPI Benchmark Leaderboard
The Gray Swan IPI Benchmark evaluates indirect prompt-injection robustness by measuring attack success within a fixed number of attempts, with lower scores indicating better performance.
Updated Sep 5, 2026
Models1
Model coverage1
MetricScore
EvidenceB
Gray Swan IPI Benchmark Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelGO | Score6.00% | Percentile100.00% | Participants1 | EvidenceC | Evaluated |
Gray Swan IPI Benchmark Highlights
The leading models and scores on this benchmark.
The Top AI Models for Gray Swan IPI Benchmark
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
Ranking basisThis gray swan ipi benchmark AI model leaderboard uses descending score in the benchmark original unit. The leaderboard ranking keeps matched price and speed data separate from benchmark evidence.
- 01GOGoogle
- Score
- 6.00%
Strengths
- Ranks #1 of 1 compared models
- 100th percentile on this benchmark
- C evidence result
Considerations
- This result measures Gray Swan IPI Benchmark, not total model capability
Selection summary
Best AI Models for Gray Swan IPI Benchmark
Gemini 3.8 Flash Cyber currently leads Gray Swan IPI Benchmark with 6.00%. 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.
What is Gray Swan IPI Benchmark?
What Gray Swan IPI Benchmark measures and how its scores work.
The Gray Swan IPI Benchmark is a safety benchmark for evaluating indirect prompt-injection robustness.
It measures attack success within a fixed number of attempts using the Score metric, reported as a ratio; lower is better.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- Gray Swan IPI Benchmark
- 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 Gray Swan IPI Benchmark.
Which model scores highest on Gray Swan IPI Benchmark?
Gemini 3.8 Flash Cyber is currently ranked first with 6.00%.
What are the top three models on Gray Swan IPI Benchmark?
The current leaders are Gemini 3.8 Flash Cyber (6.00%).
Which Gray Swan IPI Benchmark model has the lowest official input price?
No matched official input price is currently available.
Which models are fastest among Gray Swan IPI Benchmark 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.