Benchscope

benchscope.ai

Benchscope is a B2B platform that provides public, inspectable benchmark results for comparing hosted Large Language Model (LLM) endpoints. It enables enterprises to evaluate providers based on quality scores, latency, and raw outputs across standardized benchmarks like MMLU and GSM8K. The service supports data-driven model selection by offering transparent methodology and detailed performance metrics.

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