Concordion

concordion.org

Concordion is a framework for executable specifications that enables teams to create living documentation by blending software specifications with automated checks. It facilitates collaboration among stakeholders, developers, and testers by allowing business requirements to be written in plain language and validated as tests. This approach ensures that documentation remains synchronized with the codebase, improving predictability, reducing rework, and building trust in the system’s behavior.

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