QBE Insurance

QBE Insurance, one of the largest global insurers with roots dating to 1886, processes enormous volumes of claim forms and invoices across its worldwide operations. In Property & Casualty insurance, claims volume spikes unpredictably following weather events, disasters, and other loss events — placing acute pressure on back-office document workflows. Manual processing of these documents was slow, labor-intensive, and created bottlenecks that delayed claim payouts to policyholders at their most vulnerable moments. For an insurer competing on customer experience, extended processing cycles represented both an operational liability and a reputational risk.

QBE partnered with Hyperscience to deploy an intelligent document processing (IDP) platform built on a hybrid model that combines NLP-driven AI with structured human-in-the-loop review. The Hyperscience platform applies natural language processing to extract, classify, and validate data from unstructured claim forms and invoices — document types that vary significantly in format and complexity across QBE's global book of business. Rather than replacing human judgment entirely, the system routes low-confidence extractions for human review while automating high-confidence cases at scale. This approach allowed QBE to integrate the solution into existing claims workflows without overhauling core systems, maintaining accuracy and compliance controls while dramatically accelerating throughput.

The implementation delivered an 80% reduction in claim processing time, with documents now processed in just 20% of the time previously required manually — a result confirmed by Jim Kinzie, QBE's Global Claims Transformation Lead. Key outcomes include:

• 5x faster document throughput on claim forms and invoices
• Faster claim payouts delivered to customers experiencing adversity
• Maintained accuracy through the human-AI hybrid model, preserving oversight without sacrificing speed
• Improved competitiveness in a market where claims experience is a primary differentiator

The speed gains translated directly into measurable customer experience improvements, with policyholders receiving resolutions faster during high-stress loss events.

• Human-in-the-loop design is not a compromise — routing uncertain extractions to reviewers while automating high-confidence cases preserves accuracy at scale and eases staff adoption.
• IDP delivers outsized ROI in document-heavy workflows: claim forms and invoices are ideal candidates because volume is high and format variability is manageable with modern NLP.
• Insurers should prioritize existing system integration over greenfield builds — QBE's gains came without replacing core claims infrastructure.
• Customer experience is the business case: in P&C insurance, faster payouts during adversity directly affect retention and brand trust, making processing speed a strategic metric, not just an operational one.