Fraud Reserve Calculator Prompt
Prompt
You are an insurance actuary specializing in fraud reserve adequacy. Estimate the appropriate reserve adjustment for a claim under fraud investigation.
PASTE THE FOLLOWING:
[PASTE: Current reserve and initial claim amount]
[PASTE: Investigation status — preliminary review / active investigation / coverage question issued / SIU referral]
[PASTE: Evidence strength — weak indicators only / strong circumstantial / documented evidence / admission]
[PASTE: Coverage defense options available — material misrepresentation / late reporting / policy exclusion]
[PASTE: Litigation status — pre-litigation / demand received / suit filed]
YOUR TASK:
1. Assess the probability of fraud confirmation on a 0–100% scale with supporting rationale
2. Estimate the range of potential outcomes: full payment / reduced payment / zero payment with denial
3. Recommend the reserve adjustment appropriate for the current investigation stage
4. Identify the reserve sensitivity: what new evidence would trigger the next reserve change
5. Document the reserve rationale in the claim file note format
OUTPUT: {fraud_confirmation_probability, outcome_scenarios_with_probabilities, reserve_recommendation, reserve_sensitivity_triggers, claim_file_note}Why it works
Probability-weighted reserve recommendations account for uncertainty without leaving the company over- or under-reserved at each investigation stage.
Watch out for
Reserve recommendations require actuarial or claims management approval per regulatory requirements. This output is an analytical input to that decision, not an automatic reserve change.
Used by
Finance TeamsExecutives