multimodal benchmark
ClawEval-MM Leaderboard
ClawEval-MM is a multimodal benchmark that evaluates agentic problem solving with visual inputs.
Updated Sep 5, 2026
Models6
Model coverage6
MetricScore
EvidenceB
ClawEval-MM Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelAC | Score60.40% | Percentile100.00% | Participants6 | EvidenceC | Evaluated |
| Rank02 | ModelAC | Score60.40% | Percentile80.00% | Participants6 | EvidenceC | Evaluated |
| Rank03 | ModelAC | Score56.90% | Percentile60.00% | Participants6 | EvidenceC | Evaluated |
| Rank04 | ModelAC | Score55.70% | Percentile40.00% | Participants6 | EvidenceC | Evaluated |
| Rank05 | ModelBY | Score51.00% | Percentile20.00% | Participants6 | EvidenceC | Evaluated |
| Rank06 | ModelBY | Score46.00% | Percentile0.00% | Participants6 | EvidenceC | Evaluated |
ClawEval-MM Highlights
The leading models and scores on this benchmark.
ClawEval-MM Score Distribution
A closer view of the leading scores on this benchmark.
The Top AI Models for ClawEval-MM
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
What is ClawEval-MM?
What ClawEval-MM measures and how its scores work.
ClawEval-MM is the multimodal variant of ClawEval.
It measures agentic problem solving with visual inputs using Score, reported as a ratio.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- ClawEval-MM
- 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 ClawEval-MM.
Which model scores highest on ClawEval-MM?
Qwen3.8-Flash-Next is currently ranked first with 60.40%.
What are the top three models on ClawEval-MM?
The current leaders are Qwen3.8-Flash-Next (60.40%), Qwen3.8 Flash (60.40%), and Qwen3.8-27B (56.90%).
Which ClawEval-MM model has the lowest official input price?
Qwen3.8 Flash has the lowest matched official input price at $0.15 input / $0.47 output per 1M tokens.
Which models are fastest among ClawEval-MM 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.