Ask anything about the global mineral supply chain

1.65M bilateral trade flows. Restriction probabilities. Grade-resolved REE corridors. Ask in plain language - get answers with provenance.

Raw, Resolved, Ready - Mine-to-Mineral intelligence

Trade intelligence

1.65M bilateral flows from CEPII BACI HS12 V202601. ISO3-resolved. Grade-fingerprinted REE corridors. 13-year panel 2012–2024. HHI concentration and supplier share computed inline.

get_bilateral_flowstradeFlowsHHIgrade anomalies

Risk scoring

SR = ∛(DP × TE × EV) per USGS formula. Restriction probability via Ryter & Nassar 2026 three-signal model. SPR tiers with 0.05 alert threshold. 28,674 grade-resolved REE flows.

estimate_restriction_probabilitysupplyRiskScoresSPR1/2/3

Scenario engine

Shock specification to supply-availability envelopes via PrOMMiS UKy process economics. Cost delta per kg REO under supply disruption. TRL 4 validated against USGS Minerals Yearbook splits.

run_prommis_ukyrunScenario mutationNdFeB chain
CEPII BACI HS12 V202601 1.65M flowsUSGS MCS2026 68 commoditiesUNCTAD TRAINS 2010–2022EPA FRS Facility registryBEA I-O Tables Sector linkagesRyter & Nassar 2026 Restriction modelPrOMMiS UKy Process economicsAmes National Lab REE validation