ISON

ISON is an open-source, token-efficient data interchange format designed as a lightweight alternative to JSON for Large Language Model (LLM) applications. It reduces token usage by 30-70% while maintaining human readability and machine parseability, enabling AI developers to maximize context window capacity in RAG pipelines and multi-agent systems. The project provides cross-platform libraries in Python, JavaScript, TypeScript, and Rust under the MIT license.

LLM mention score

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.

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How to get LLM mention data →

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