

AI-Powered Claims Assessment & Pre-Existing Condition Platform
Processing claims faster, streamlining assessor decisions, and scaling operations without additional headcount
Key Outcomes
Assessor empowerment
Intelligent data extraction and dashboard design let assessors focus on decisions, not data entry — tripling throughput per assessor.
Scalable without hiring
Automation eliminated the need to hire additional staff as claim volumes grew, fundamentally changing the cost-to-scale equation.
Compliance precision
Pre-existing condition assessment logic maintains precise compliance while accelerating the overall claims process.
The Challenge
Manual claims hitting a scalability ceiling
Knose's claims process relied heavily on manual effort — assessors had to read and interpret vet invoices, identify pre-existing conditions, and manually calculate reimbursements before contacting customers.
As claim volumes grew, so did turnaround times and administrative strain. Without automation, the team faced a hard limit on scalability.
Customer expectations for faster reimbursements were rising, and growth required new hires — an unsustainable long-term model.
Manual processing capped assessor capacity and slowed customer response times as volumes grew.
Our Approach
Claims lifecycle mapping to automation design
The Kipanga Insurance Automation Protocol
Kipanga mapped the full claims lifecycle — from customer vet invoice upload to final payment approval. Discovery sessions with operations and assessment teams uncovered key friction points where automation could make the biggest impact.
A secure, serverless platform was built with intelligent data extraction to identify and structure key details like diagnosis codes, treatment types, and policy references.
Flexible rule logic allows business teams to update assessment criteria without code changes.
Claims Discovery
Mapped full claims lifecycle from submission to payment
Data Extraction
AI-powered invoice parsing for diagnosis codes and treatment details
Assessor Dashboard
Intuitive interface surfacing relevant data for rapid decisions
Workflow Automation
Automated calculations, communications, and payment processing
The Solution
End-to-end claims automation platform
A custom software platform that captures customer submissions via streamlined digital forms, extracts key data from vet invoices using AI, and presents assessors with an intuitive dashboard for rapid decision-making.
Payment calculations and customer communications are automated through built-in workflows and templates. Integration with policy databases enables real-time coverage checks.
The platform was built in partnership with Knose IT and compliance teams, meeting ISO 27001-aligned data security and privacy standards.
Results
Measurable Business Impact
Technology
Built With
Frontend
Backend
Infrastructure
AI/ML
"David has been instrumental in ensuring our cloud-based environment is robust and cost-effective. Kipanga has given us access to top-notch expertise without the need to employ an expensive, full-time CTO."

Tiaan Dreyer
Co-Founder & CEO, Knose
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