Unstar is a B2B application analytics platform that helps developers, product managers, and researchers analyze negative user feedback from the Apple App Store and Google Play. By aggregating and categorizing one- to three-star reviews, it identifies recurring complaints, bugs, and UX friction points through AI-powered insights. The tool enables teams to prioritize product improvements, monitor competitor weaknesses, and optimize app store rankings by addressing critical user pain points.

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