The Survival Filter

What Capital Structure Reveals About Which Insurance Technology Partners Will Still Exist in Five Years

A commercial auto underwriting team at a top-twenty North American carrier has spent two years integrating telematics data from a TSP data aggregator into its pricing and risk selection models. The aggreg

ator occupies a critical position in the carrier’s data architecture: it normalizes data from dozens of fleet telematics service providers, each with its own hardware, data formats, and transmission protocols, into a unified feed. That feed delivers two layers of value. The first is anonymized, benchmarking-grade data across thousands of fleets that the underwriting team uses to calibrate risk models against industry-wide driving patterns. The second is policyholder-specific data from fleets that are both TSP customers and the carrier’s insureds, enabling individualized risk scoring that has improved the book’s loss ratio by four points over eighteen months.

Then the aggregator exits the business.