Muncho

Muncho is an all-in-one hospitality platform that integrates QR ordering, instant payments, and direct delivery with AI-powered guest engagement tools. The solution utilizes voice agents, WhatsApp bots, and web concierges to automate reservations, handle customer inquiries in over 40 languages, and personalize dining experiences. It aims to reduce operational costs and increase revenue by streamlining front-of-house interactions and driving upsells through intelligent automation.

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 Muncho mentions
POST v3/ai_optimization/llm_mentions/search_mentions/live
[
    {
        "target": [
            {
                "domain": "muncho.app",
                "search_filter": "include",
                "search_scope": ["sources"]
            }
        ],
        "order_by": ["ai_search_volume,desc"]
    }
]

Muncho

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.

Get LLM mention data of any company via DataForSEO API

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LLM mention score