Edward is an open-source Python library designed for probabilistic modeling, inference, and criticism. It serves as a research testbed that integrates Bayesian statistics, machine learning, and deep learning via TensorFlow. The platform supports a wide range of techniques, including variational inference, Monte Carlo methods, and neural network integration for both small-scale hierarchical models and large-scale deep probabilistic models.

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