Actuary
Fast IBNR & ultimate with a full audit trail. Chain-Ladder, Mack (uncertainty), Bornhuetter–Ferguson; side-by-side variants and export.
H1: For actuaries
Lead: From triangles to decisions in hours—not days—with full reproducibility.
What you’ll do
Calculate IBNR / ultimate using Chain-Ladder, Mack, Bornhuetter–Ferguson.
Control lookback window, tail factor, weights; view uncertainty bands (Mack).
Compare Base vs V1/V2… (absolute values + % deltas) on chart & matrix.
Export PDF/CSV with all parameters (complete audit trail).
Why it works
Speed (GPU): runs finish in minutes.
Transparency: every result = data + parameters + user + timestamp.
Reproducibility: outcomes can be replayed 1:1 for audit.
Demo-style numbers
IBNR: PLN 12.4m (±7%), ultimate: PLN 84.1m.
Variant V1 (shorter window): IBNR −3.2% vs Base.
