Insurance Claims Are AI's Messiest Data Problem — Denys Linkov, Wisedocs
Most enterprises lack clean data foundations before deploying AI in insurance claims
“The problem is that we never completed this transformation.”
Denys Linkov of Wisedocs argues that insurance claims processing is one of enterprise AI's hardest data problems because most companies never finished their digital transformation—lacking cloud migration, mature data lakes, or clean big data pipelines before AI arrived in 2023-2024. The talk frames messy, paper-heavy insurance data as a prerequisite blocker for real-world AI deployment, not just a technical inconvenience. Useful practitioner perspective but introductory in depth; no novel findings or announcements.