Use Case

Proactive Risk Assessment and Pricing Optimization Agent

October 12, 2023
April 9, 2026
8 min read
40
min read
Data visualization and AI network
85%Reduction in manual data entry time
20–35%
improvement in pricing accuracy
3.2xIncrease in underwriting throughput
15–25%
eduction in loss ratios
100%Sovereign data compliance maintained
60%
faster pricing decisions with full auditability

Static pricing models in insurance fail to reflect real-time risk changes, leading to lost opportunities or underpriced policies. This proactive sovereign agent continuously monitors signals and dynamically optimises pricing with greater accuracy and compliance.

The Challenge of Static Insurance Pricing

Before implementing Singularity IO's agentic platform, underwriting teams spent up to 40% of their time manually extracting data from PDFs, emails, and legacy systems. This not only slowed down the quotation process but also introduced the risk of human error in critical risk assessment models.

Business Challenge
Static pricing models fail to reflect real-time risk changes, leading to either lost opportunities or underpriced policies.
How Agentic AI Helps
A proactive risk assessment agent continuously monitors internal and external signals to dynamically adjust pricing with greater accuracy.
Detailed Automated Business Process
The agent aggregates data from multiple sources, evaluates emerging risks, and recommends pricing adjustments. It works collaboratively with underwriters, providing clear reasoning for every suggestion while maintaining full compliance.
Potential Business Impact
More accurate pricing, reduced loss ratios, and improved competitiveness in the market.
Key Takeaways

Implementation Stack

LangGraphLlama 3 (Self-Hosted)ExoscalePostgreSQLn8n

Ready to optimise your pricing strategy?

Discover how dynamic agentic risk assessment can strengthen your underwriting performance.

Ready to optimise your pricing strategy?

Discover how dynamic agentic risk assessment can strengthen your underwriting performance.

Get in Touch for a Demonstration

Measurable Impact

How Singularity's sovereign agentic workflows transformed operations and delivered concrete ROI for this implementation.

85%
3.2x
$1.5M
99.9%
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