Automated verification of exemption from copayments
Automated extraction of data from unstructured documents and pay stubs. Precise calculation of the contribution limit through digital logic checks in Rule AI. A high rate of automated processing leads to faster decisions and less manual effort.
Question
Verifying eligibility for copayment exemptions is an administrative burden for health insurance providers and is highly prone to errors.
- Nested conditions: Calculating the copayment threshold depends on complex factors (gross income, household size, chronic conditions, age).
- Unstructured data: Insured individuals often submit supporting documents (pay stubs, medical certificates, receipts) in a wide variety of formats and qualities.
- High manual effort: Case workers must manually transfer data from documents and manually validate complex calculations.
Solution
We have automated the process using a combination of modern data extraction and rule-based AI.
- Intelligent extraction: An AI-based tool reads unstructured documents and automatically populates the digital application form.
- Digital Logic Map: Using ARUM, the entire set of rules governing copayment exemptions was visualized and stored as the logical foundation for the decision-making tool.
- Rule AI & Simulation: The automation was implemented using Rule AI and thoroughly tested in advance through simulated test cases to ensure 100% accuracy of the decisions.
Outcome
Automation leads to a noticeable speedup for health insurance companies and their policyholders.
- Batch processing available: Standard cases can be processed fully automatically (“in the background”) thanks to high-quality data extraction and clear logic.
- Error-free calculation: Rule AI guarantees precise determination of the individual coverage limit (1% vs. 2%) without manual calculation errors.
- Shorter wait times: Insured individuals receive their exemption card much faster, which increases customer satisfaction and reduces the need for follow-up phone calls.

