#67

MobileVLM by Meituan

Vision-language model designed for mobile and embedded devices.

Vision & Multimodal Usefulness score 61.7 October 2026 edition

Score breakdown

Capability
58
Reliability
65
Efficiency
66
Accessibility
61
Ecosystem
65

Illustrative sub-scores from our methodology; replace with your review data.

Sponsored model

“AI that moves with you.” — Sponsorship changes tile size only; it has no effect on this model's rank or score. Editorial policy.

Why MobileVLM ranks #67

MobileVLM sits at #67 in the October 2026 Top 100 AI Models ranking, placing it among the vision & multimodal we consider most useful to practitioners this month. Our editors weigh real-world capability, reliability across repeated tasks, cost and latency efficiency, how easy the model is to access, and the strength of its tooling ecosystem.

Best suited for

Teams evaluating vision & multimodal should shortlist MobileVLM when they need vision-language model designed for mobile and embedded devices. As always, run your own evaluation on your data before committing.

How to move up

Rank changes come from measurable improvements — new releases, better documentation, broader availability, or stronger independent benchmark results. Vendors can submit updates through our How to Rank page. Sponsorship cannot move a model's position.

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