Validation

Built to be
verified.

Every output traces to a published dataset. Benchmark results are public. Errors are documented. The full methodology document is available on request.

Data sources

WRI Aqueduct 4.0NASA NEX-GDDP-CMIP6NGFS Phase 4IPCC AR6 WG2EU ETS forward curvesEM-DAT disaster databaseIBISWorld sector benchmarksMSCI Climate VaR (benchmark)
Request validation report →See methodology
91%
Directional accuracy
vs MSCI Climate VaR · 120-company test set
±8%
EV impact error (MAE)
vs Moody's Climate VAR benchmark
0.87
Score correlation (r)
vs S&P Global CSA · sector-controlled
25
IPCC AR6 hazard types
Heat · flood · drought · cyclone · and more