Bilayers is an open-source specification that characterizes software containers by defining expected inputs, outputs, and tunable parameters for bioimage analysis algorithms. It automates the generation of intuitive user interfaces, such as Gradio and Jupyter Notebook widgets, to make deep-learning tools accessible without requiring terminal access or coding expertise. The platform ensures consistent deployment across local, HPC, and cloud environments while preventing version drift in large-scale workflows.

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