CodeMix is a product engineering platform that creates a living, structured knowledge graph to serve as the single source of truth for product intent and constraints. It enables development teams to steer AI coding agents by capturing business logic, user flows, and decisions from various sources like PRs, chats, and tickets. The platform verifies code changes against this dynamic spec to ensure alignment with human-defined requirements and reduce drift in automated development 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 CodeMix mentions
POST v3/ai_optimization/llm_mentions/search/live
[
    {
        "target": [
            {
                "keyword": "CodeMix",
                "search_scope": ["any"]
            }
        ],
        "platform": "chat_gpt",
        "order_by" : ["ai_search_volume,desc"]
    }
]