R2L Lab

r2llab.com

The Reading to Learn (R2L) Lab is a research group within the Cheriton Department of Computer Science at the University of Waterloo, focusing on advancing machine learning through language understanding. The lab develops intelligent agents and industry-standard benchmarks for complex workflows, with their platforms serving as primary evaluations for major technology firms including OpenAI, Anthropic, Google, and Salesforce. Their core value proposition lies in leveraging natural language feedback and synthetic data to improve model generalization, sample efficiency, and operational knowledge in both digital and physical environments.

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 R2L Lab mentions
POST v3/ai_optimization/llm_mentions/search/live
[
    {
        "target": [
            {
                "keyword": "R2L Lab",
                "search_scope": ["any"]
            }
        ],
        "platform": "chat_gpt",
        "order_by" : ["ai_search_volume,desc"]
    }
]