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safety benchmark

Virology Capabilities Test Leaderboard

Virology Capabilities Test (VCT) is an expert-level multiple-choice benchmark on troubleshooting complex virology laboratory protocols.

Updated Oct 23, 2026

Models2
Model coverage2
MetricScore
EvidenceB

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  • Ranking
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  • FAQ

Virology Capabilities Test Ranking

Higher score ranks better on this benchmark.

2 rows
Columns

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Rank
Model
Score
Percentile
Participants
Evidence
Evaluated
Rank01ModelXAGrok 4.7xAIScore63.00%Percentile100.00%Participants2EvidenceCEvaluatedOct 22, 2026
Rank02ModelXAGrok-4.1 ThinkingxAIScore61.00%Percentile0.00%Participants2EvidenceCEvaluatedOct 22, 2026

Virology Capabilities Test Highlights

The leading models and scores on this benchmark.

Rank #1Grok 4.763.00%Rank #2Grok-4.1 Thinking61.00%

Virology Capabilities Test Score Distribution

A closer view of the leading scores on this benchmark.

Virology Capabilities Test

The Top AI Models for Virology Capabilities Test

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

What is Virology Capabilities Test?

What Virology Capabilities Test measures and how its scores work.

Virology Capabilities Test (VCT) is an expert-level multiple-choice benchmark.

It measures the capability to troubleshoot complex virology laboratory protocols and evaluates dual-use biological knowledge relevant to bioweapons development.

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

Family
Virology Capabilities Test
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 Virology Capabilities Test.

Which model scores highest on Virology Capabilities Test?

Grok 4.7 is currently ranked first with 63.00%.

What are the top three models on Virology Capabilities Test?

The current leaders are Grok 4.7 (63.00%) and Grok-4.1 Thinking (61.00%).

Which Virology Capabilities Test model has the lowest official input price?

Grok 4.7 has the lowest matched official input price at $2.0 input / $6.0 output per 1M tokens.

Which models are fastest among Virology Capabilities Test results?

The fastest matched records are Grok-4.1 Thinking (80.00 tok/s via xAI).

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 Virology Capabilities Test measure?

It measures the capability to troubleshoot complex virology laboratory protocols and evaluates dual-use biological knowledge relevant to bioweapons development.

Is a higher score better?

Yes. Higher values rank better for this benchmark.

How many models are compared?

2 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 virology capabilities test 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
    XA
    Grok 4.7xAI
    Score
    63.00%
    Price
    $2.0 input / $6.0 output per 1M tokens

    Strengths

    • Ranks #1 of 2 compared models
    • 100th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures Virology Capabilities Test, not total model capability
  2. 02
    XA
    Grok-4.1 ThinkingxAI
    Score
    61.00%
    Speed
    Up to 80.00 tok/s via xAI

    Strengths

    • Ranks #2 of 2 compared models
    • 0th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures Virology Capabilities Test, not total model capability

Selection summary

Best AI Models for Virology Capabilities Test

Grok 4.7 currently leads Virology Capabilities Test with 63.00%. 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 #1Grok 4.763.00% · $2.0 input / $6.0 output per 1M tokens
Benchmark rank #2Grok-4.1 Thinking61.00% · Up to 80.00 tok/s via xAI