MultiNet

multinet.ai

MultiNet is an open-science benchmarking initiative designed to evaluate the multimodal generalization capabilities of next-generation AI models. It provides a comprehensive suite of curated datasets and standardized protocols for assessing state-of-the-art Vision-Language Models (VLMs) and Vision-Language-Action (VLA) models across diverse tasks including robotics, spatial reasoning, and digital control. The platform offers open-source toolkits and leaderboards to profile model performance on out-of-distribution domains.

LLM mention score The LLM mention score is the total number of mentions of this brand in different LLM chatbots, normalized to the scale from 0 to 100. You can get actual, non-normalized numbers via the LLM Mention API from DataForSEO.

Normalized 0–100 · last 8 weeks

DataForSEO API

Get LLM mention data of any company via DataForSEO API

Get access to the structured data on keyword, brand, and website mentions in LLMs, including metrics like AI search volume, impressions, and mentions count. 

How to get LLM mention data →
// Fetch MultiNet mentions
POST v3/ai_optimization/llm_mentions/search/live
[
    {
        "target": [
            {
                "keyword": "MultiNet",
                "search_scope": ["any"]
            }
        ],
        "platform": "chat_gpt",
        "order_by" : ["ai_search_volume,desc"]
    }
]