.txt provides structured generation libraries and infrastructure that ensure large language models produce schema-compliant, predictable outputs. The platform offers API access, self-hosted inference server integrations, and composable software libraries to enforce strict data contracts for AI applications. This technology enables developers to build reliable, production-grade LLM-driven systems without the need for post-hoc validation or retry loops.

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