Intelligence for Enterprise Risk

Our engagements typically range from three to ten weeks depending on service type. Insurance underwriting models usually span six to ten weeks, content moderation four to six weeks, and compliance assessment three to four weeks. Timeline depends on data availability and scope of work.

We build systems designed to augment human expertise. Our underwriting models surface patterns that support human reviewers. Content moderation systems flag items for human assessment. We believe the most effective approach combines machine intelligence with human judgment.

All our models undergo comprehensive fairness testing across demographic groups before deployment. We identify potential disparities in model performance and implement corrections. This is particularly important in insurance underwriting where fairness is both an ethical and regulatory consideration.

Data requirements vary by service. Insurance models need historical underwriting and claims data. Content moderation requires labelled content examples. Compliance mapping works from existing documentation. We discuss specific requirements during initial consultation.

Our compliance mapping deliverable includes a structured assessment of your AI practices against relevant frameworks—emerging AI governance standards, industry guidelines, and regulatory requirements specific to your jurisdiction. We identify gaps, document findings, and provide remediation priorities.