Kuwaiba is an open-source platform designed for modeling and managing network and service inventories, primarily serving the telecommunications industry. It provides a unified data model that maps physical, logical, and service layers to replace fragmented legacy systems with connected, relationship-first inventory data. The solution supports OSS/BSS integration through APIs to improve service fulfillment, assurance, and operational reliability.

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