multimodal benchmark
MM-Mind2Web Leaderboard
MM-Mind2Web is a multimodal web navigation benchmark comprising 2,000 open-ended tasks spanning 137 websites across 31 domains, with each task including HTML documents paired with webpage screenshots, action sequences, and complex web interactions.
Updated Sep 5, 2026
Models3
Model coverage3
MetricScore
EvidenceB
MM-Mind2Web Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelAM Nova ProAmazon | Score63.70% | Percentile100.00% | Participants3 | EvidenceC | Evaluated |
| Rank02 | ModelAMNova LiteAmazon | Score60.70% | Percentile50.00% | Participants3 | EvidenceC | Evaluated |
| Rank03 | ModelAC | Score55.80% | Percentile0.00% | Participants3 | EvidenceC | Evaluated |
MM-Mind2Web Highlights
The leading models and scores on this benchmark.
MM-Mind2Web Score Distribution
A closer view of the leading scores on this benchmark.
The Top AI Models for MM-Mind2Web
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
What is MM-Mind2Web?
What MM-Mind2Web measures and how its scores work.
MM-Mind2Web is a multimodal web navigation benchmark.
It reports a Score as a ratio.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- MM-Mind2Web
- 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 MM-Mind2Web.
Which model scores highest on MM-Mind2Web?
Nova Pro is currently ranked first with 63.70%.
What are the top three models on MM-Mind2Web?
The current leaders are Nova Pro (63.70%), Nova Lite (60.70%), and Qwen3-Coder 480B A35B Instruct (55.80%).
Which MM-Mind2Web model has the lowest official input price?
Nova Lite has the lowest matched official input price at $0.06 input / $0.24 output per 1M tokens.
Which models are fastest among MM-Mind2Web 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.