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Stop-Loss Laser Prediction Engine

Know who will breach before the claim hits

Early Warning

Identify laser candidates 90-180 days before breach

Renewal Planning

Model next year's laser list for accurate budgeting

Premium Negotiation

Data-driven laser pricing conversations with carriers

Lasers Cost You Twice

A "laser" is a member who breaches your specific deductible and triggers individual stop-loss coverage. But the damage happens twice: (1) You pay claims up to the specific (e.g., $250K), THEN (2) carrier lasers that member at renewal—adding $50K-$150K to next year's premium regardless of whether they claim. Most employers discover lasers AFTER breach. Our engine predicts 90-180 days in advance so you can manage aggressively and negotiate laser pricing with evidence.

The $680K Laser Surprise

Without Prediction
  • • Employee diagnosed with late-stage cancer in June
  • • Claims accumulate: $420K by December (breached $250K specific)
  • • Stop-loss reimburses $170K (claims above specific)
  • • Renewal: carrier lasers member at $120K annual premium
  • • Total 2-year cost: $250K + $120K laser = $370K
With Prediction + Management
  • • Engine flags member in April (cancer diagnosis + chemo codes)
  • • Enrolled in case management, redirected to COE for surgery
  • • Negotiated provider discounts, avoided 3 unnecessary ER visits
  • • Claims total: $310K (still breached but $110K lower)
  • • Carrier proposes $85K laser; negotiated to $68K with COE proof
  • • Total 2-year cost: $250K + $68K laser = $318K
  • • Savings: $52K over 2 years

Why Predicting Lasers Matters

Case Management Deployment

Once you know a member will likely laser, assign dedicated case manager immediately. Coordinate care, negotiate provider rates, redirect to COE, avoid complications. Every dollar saved below the specific = dollar you keep (not reimbursed, but also not spent).

Cost Mitigation: Aggressive case management on predicted lasers reduces average total claims 18-25% vs. reactive management

Renewal Negotiation Leverage

When carrier proposes laser pricing, you have evidence: "We enrolled this member in COE, avoided complications, managed to $310K instead of $550K industry average for this diagnosis. Laser should reflect our management, not carrier's book average."

Laser Negotiations: Employers with documented case management programs negotiate 15-30% lower laser premiums vs. passive plans

Budget Accuracy

CFO hates mid-year surprises. Predicting lasers 90-180 days out allows accurate reserve accruals and renewal budget forecasts. Finance can model total cost of risk including lasers.

Financial Planning: Predicted laser list allows setting aside specific reserves and modeling 3-year total cost scenarios for board presentations