AI Portfolio Intelligence & Decision Support Platform

Core Logic

Provides mission configuration interface, executes agent groups in optimized order, tracks real-time progress and token costs, manages inter-agent communication, handles errors with graceful degradation, produces consolidated results.

Core Logic

Connects to SCADA historians, weather APIs, SAP, market feeds. Validates completeness and freshness, applies quality scoring, normalizes units/timezones, produces unified dataset with full data lineage tracking.

Core Logic

Calculates IEC 61724 PR with weather normalization, aggregates to portfolio view, identifies outliers, compares against budget/forecast and historical trends, ranks assets, quantifies improvement opportunities.

Core Logic

Runs Isolation Forest on normalized sensor data, identifies patterns at portfolio/plant/equipment levels, calculates severity scores, correlates across assets for systemic issues, prioritizes by financial impact.

Core Logic

Applies causal inference algorithms, tests hypothetical interventions, identifies confounding variables, traces causal chains, provides evidence-based explanations with confidence levels and intervention suggestions.

Core Logic

Synthesizes upstream insights into recommendations, calculates ROI/NPV/payback, considers constraints, ranks by value/feasibility, produces implementation guidance with explainability showing factors, alternatives, and limitations.

Core Logic

Evaluates equipment failure, financial exposure, compliance gaps, weather/grid risks. Calculates likelihood/impact scores, generates composite ratings, identifies mitigation, triggers escalation, produces risk register.

Core Logic

Consolidates agent outputs into structured reports with executive summary, key findings, analysis sections, visualizations, appendices. Generates PDF/Excel/JSON formats with corporate branding and quality metrics.

Core Logic

Streams real-time LMP prices, tracks day-ahead/real-time spreads, monitors ancillary service prices, identifies storage arbitrage, evaluates DR economics, forecasts price movements, quantifies market value impact.

Core Logic

Calculates ESG scores: Environmental (carbon, water, biodiversity), Social (community, safety, jobs), Governance (compliance, transparency). Maps to UN SDGs, benchmarks, identifies certifications, produces dashboards.

Core Logic

Monitors IRA ITC/PTC eligibility with bonus qualifications, tracks PPA terms, manages permit renewals, validates compliance, calculates credits, alerts on deadlines with penalty risk, produces audit documentation.

Core Logic

Integrates grid operator feeds, forecasts demand and renewable penetration, predicts curtailment, evaluates storage optimization, identifies DR value, produces dispatch recommendations for revenue optimization.

Core Logic

Retrieves high-resolution weather data (GHI, DNI, temperature, wind), applies PV performance models, generates hourly/daily forecasts, monitors severe weather alerts, triggers protective protocols, tracks forecast accuracy.

Core Logic

Tracks credit/REC prices (voluntary/compliance markets), calculates offset using grid marginal emissions, projects credit generation, identifies monetization timing, evaluates futures, produces carbon accounting reports.