Instrumental
instrumental.comInstrumental is a manufacturing AI and data platform that connects visual inspection, test, and process signals across electronics production environments. The solution enables engineering teams to identify root causes of failures, accelerate new product introduction, and improve first-pass yield through continuous improvement insights.
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 Instrumental mentions POST v3/ai_optimization/llm_mentions/search/live [ { "target": [ { "keyword": "Instrumental", "search_scope": ["any"] } ], "platform": "chat_gpt", "order_by" : ["ai_search_volume,desc"] } ]
