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llmboard.aiCopyright 2026 llmboard.ai

multimodal benchmark

VisuLogic Leaderboard

VisuLogic evaluates logical reasoning capabilities in visual contexts.

Updated Sep 5, 2026

Models3
Model coverage3
MetricScore
EvidenceB

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  • Ranking
  • Highlights
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  • FAQ

VisuLogic Ranking

Higher score ranks better on this benchmark.

3 rows
Columns

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Sort by
Rank
Model
Score
Percentile
Participants
Evidence
Evaluated
Rank01ModelBYSeed 2.1 ProByteDanceScore0.54 pointsPercentile100.00%Participants3EvidenceCEvaluatedSep 8, 2026
Rank02ModelBYSeed 2.1 TurboByteDanceScore0.53 pointsPercentile50.00%Participants3EvidenceCEvaluatedSep 8, 2026
Rank03ModelACQwen3 VL 235B A22B ThinkingAlibaba Cloud / Qwen TeamScore0.34 pointsPercentile0.00%Participants3EvidenceCEvaluatedSep 8, 2026

VisuLogic Highlights

The leading models and scores on this benchmark.

VisuLogic Score Distribution

A closer view of the leading scores on this benchmark.

VisuLogic

The Top AI Models for VisuLogic

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

What is VisuLogic?

What VisuLogic measures and how its scores work.

VisuLogic is a multimodal benchmark.

It measures logical reasoning capabilities in visual contexts using a Score in points.

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

Family
VisuLogic
Modality
multimodal
Primary category
multimodal
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 VisuLogic.

Which model scores highest on VisuLogic?

Seed 2.1 Pro is currently ranked first with 0.54 points.

What are the top three models on VisuLogic?

The current leaders are Seed 2.1 Pro (0.54 points), Seed 2.1 Turbo (0.53 points), and Qwen3 VL 235B A22B Thinking (0.34 points).

Which VisuLogic model has the lowest official input price?

No matched official input price is currently available.

Which models are fastest among VisuLogic 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 VisuLogic measure?

It measures logical reasoning capabilities in visual contexts using a Score in points.

Is a higher score better?

Yes. Higher values rank better for this benchmark.

How many models are compared?

3 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.

Rank #1Seed 2.1 Pro0.54 points
Rank #2Seed 2.1 Turbo0.53 points
Rank #3Qwen3 VL 235B A22B Thinking0.34 points

Ranking basisThis visulogic 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
    BY
    Seed 2.1 ProByteDance
    Score
    0.54 points

    Strengths

    • Ranks #1 of 3 compared models
    • 100th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures VisuLogic, not total model capability
  2. 02
    BY
    Seed 2.1 TurboByteDance
    Score
    0.53 points

    Strengths

    • Ranks #2 of 3 compared models
    • 50th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures VisuLogic, not total model capability
  3. 03
    AC
    Alibaba Cloud / Qwen Team
    Score
    0.34 points

    Strengths

    • Ranks #3 of 3 compared models
    • 0th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures VisuLogic, not total model capability

Selection summary

Best AI Models for VisuLogic

Seed 2.1 Pro currently leads VisuLogic with 0.54 points. 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.

Qwen3 VL 235B A22B Thinking
Benchmark rank #1Seed 2.1 Pro0.54 points
Benchmark rank #2Seed 2.1 Turbo0.53 points
Benchmark rank #3Qwen3 VL 235B A22B Thinking0.34 points