Hamster is an AI-native project management and alignment platform designed for software engineering teams. It streamlines the pre-development phase by generating structured briefs and execution plans that ensure AI coding agents build exactly what stakeholders intend. The tool integrates with existing issue trackers like Jira and Linear to maintain context and sync status, reducing manual grooming and ensuring consistent delivery.

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