Use Cases
Every vertical. Same methodology. Different data.
The FORGE four-phase methodology is the same everywhere. The source systems change. The asset types change. The classification rulesets change. The process does not.
Solar + Battery Storage
Utility-scale solar and BESS portfolios with no centralized IT/OT infrastructure. Data scattered across inverter OEM portals, BESS manufacturer systems, O&M contractor reports, financial models, and regulatory filings.
Source systems
SMA Sunny Portal / SolarEdge / Enphase
Tesla PowerHub / Fluence / BYD
Revenue and production meters
O&M contractor maintenance logs
PPA financial models (Excel)
GADS, EIA-860, EIA-923 filings
FORGE output
Site-level record with capacity, COD, PPA terms
Interconnection record with POI specs
Per-inverter block: model, firmware, performance ratio
Per-BESS unit: chemistry, SOH, cycle count, warranty
Meter and weather station records
Full provenance chain to every source
Governance mapping: IBR_AIGF → PRC-028 / PRC-029 / PRC-030
Power Generation + Transmission
Medium and High Impact BES Cyber Systems. SCADA historians, EMS, relay management systems, maintenance databases. CIP-015-1 INSM deadline approaching October 2028.
Source systems
SCADA / EMS / DCS
OSIsoft PI / AspenTech historians
SEL relay management systems
Maximo / SAP PM maintenance
CIP evidence vaults
NERC compliance databases
FORGE output
Per-facility: generation units, transformers, breakers
Per-substation: relays, RTUs, communication paths
BES Cyber System classification mapping
Electronic Security Perimeter documentation
Maintenance and outage history per asset
Full CIP evidence provenance chain
Governance mapping: PWR_AIGF → CIP-002 through CIP-015
Pipeline Operations
Natural gas transmission and distribution. Compressor stations, metering facilities, control systems. TSA Security Directives creating new compliance obligations alongside existing PHMSA requirements.
Source systems
SCADA / Gas control systems
Compressor station monitoring
Metering and measurement systems
Pipeline integrity management (ILI data)
HCA proximity databases
PHMSA reporting systems
FORGE output
Per-segment: diameter, pressure, material, age
Per-compressor: model, capacity, maintenance status
Per-meter: type, calibration, reporting interval
HCA classification and proximity mapping
PSM coverage documentation
Critical facility designation records
Governance mapping: PIPE_AIGF → TSA SD-01/02, PHMSA 49 CFR 192, API 1164
Enterprise AI Systems
Fortune 500 companies deploying AI across departments. AI systems embedded in vendor platforms, purchased by individual teams, inherited through acquisitions. No centralized AI inventory.
Source systems
IT CMDB / ServiceNow
ML model registries (MLflow, Weights & Biases)
Vendor SaaS platforms with embedded AI
Cloud AI services (Azure, AWS, GCP)
HR systems (AI in hiring/screening)
Procurement records (AI vendor contracts)
FORGE output
Per-AI system: purpose, owner, data inputs, decision scope
Per-vendor AI: contract terms, SLA, data handling
Per-model: version, training data, deployment status
Risk classification per EU AI Act / state laws
Department ownership mapping
Full discovery provenance documentation
Governance mapping: ENT_AIGF → EU AI Act, CO SB 24-205, NYC LL144, SR 11-7
Same methodology. Any vertical. Any asset.
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