Insurance Customer Churn Prediction

quantiphi.com

Customer churn refers to the loss of current clients or policyholders. This solution is designed to flag insurance customers who have a higher likelihood of cancelling or not renewing their policies with an insurer.

During its training phase, the system automatically explores interactions among features in the training data and narrows them down by assessing feature importance. It then builds several models, evaluates their performance, and selects the most accurate one. The chosen model is subsequently used to generate predictions on new incoming data.

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 Insurance Customer Churn Prediction mention score
POST /v3/content_analysis/summary
{
  "keyword": "Insurance Customer Churn Prediction",
  "type": "llm_mentions",
  "date_from": "2025-01-01"
}