Unwrangle

unwrangle.com
E-Commerce Tools #112 ▲ +8

Unwrangle provides web scraping APIs and asynchronous scrapers designed to extract real-time e-commerce data, including product pricing, availability, search rankings, and customer reviews from major marketplaces. The platform offers a unified schema for structured data extraction, enabling businesses to support machine learning models, conduct market research, and monitor brand reputation without managing anti-bot infrastructure.

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