CleanTech AI Economics
Clean energy and climate technology face R&D challenges shaped by legacy grid infrastructure, complex emissions accounting, evolving regulations, and massive IoT deployments.
Energy Grid Integration Debt
Connecting to utility grids means integrating with legacy infrastructure built in the 1970s-1990s across multiple different API interfaces.
7 major ISOs × different APIs = massive integration surfaceCarbon Accounting Data Complexity
GHG Protocol scopes require tracking emissions across supply chains. Scope 3 involves hundreds of suppliers with different data formats.
Scope 3: 70-90% of total emissions, hardest to measureRegulatory Compliance Across Jurisdictions
Climate regulations vary by country, state, and municipality. EU taxonomy, SEC rules, and state mandates create complex compliance debt.
New climate regulations: 50+ per year globallyIoT & Sensor Network Debt
Renewable energy projects deploy thousands of IoT devices. Remote device management, connectivity issues, and hardware failure create tech debt.
10,000+ devices across remote locationsCleanTech R&D Audit
Quantify your grid integration debt, carbon accounting complexity, and IoT infrastructure costs.
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Richard Ewing — AI Economist & Capital Auditor