
Building production AI systems for regulated markets within AWS infrastructure, integrated into the SureBase CRM for the Dutch insurance market.
- Built AI-native claims handling system in SureBase, achieving ~98% reduction in processing time
- Developed a scalable, compliant LLM router with tracing and cost analysis across providers
- Built AI-native CRM search with millisecond latency and fine-tuned a domain-specific NER model for Dutch insurance
- Developed an internal AWS Redshift MCP server on proprietary data and DBT models

