Industries

Built for the industries decarbonizing the planet.

Outcome-first intelligence for solar, battery, and semiconductor manufacturers — at pilot, gigafactory, and fab scale.

Solar Manufacturing

+3.7pp

average yield uplift

GW-scale producers report 2–4 percentage points yield uplift within two quarters.

Pain points

Wafer resistivity variance hits cell efficiency unpredictably
Polysilicon supplier qualification takes 6+ months
Module field performance lags lab characterization

AAGM solution

Wafer-to-module correlation with attributable yield drivers
Verified polysilicon supplier graph with risk scoring
Field-performance feedback into recipe optimization

Battery Manufacturing

−18%

scrap reduction

Cell makers reduce scrap by 12–22% and qualify second-source suppliers in weeks.

Pain points

Active-material lot variance drives cycle-life inconsistency
Electrolyte sourcing is opaque and geopolitically exposed
Field returns rarely make it back into production decisions

AAGM solution

Cathode/anode lot traceability tied to cell test results
Verified electrolyte supplier alternatives with CBAM signals
Returns-to-recipe feedback loop with root-cause attribution

Semiconductors

12K+

qualified suppliers

Fabs cut new-supplier qualification cycles from quarters to weeks while pricing geopolitical risk explicitly.

Pain points

Specialty gas, photoresist, and high-purity chem supply is fragile
Sub-tier visibility ends at tier-1; geopolitical risk is unpriced
ESG reporting on multi-tier suppliers is largely manual

AAGM solution

Multi-tier supply visibility with sanctions and risk scoring
Verified specialty-chem supplier graph with audit history
Automated Scope 3 disclosures across the upstream chain

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