AI Portfolio Intelligence & Decision Support Platform
14-agent AI system produces transparent, explainable reports. Implements decision gates for stakeholder approval, tracks actions through implementation, provides visibility into reasoning, confidence, lineage, and costs.
Problem Statement
The challenge addressed
Solution Architecture
AI orchestration approach
AI Agents
Specialized autonomous agents working in coordination
Mission Control Orchestrator Agent
Managing multi-agent missions requires configuration, sequencing, parallel execution, cost control, and consolidation.
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.
Portfolio Data Ingestion Agent
Comprehensive analysis requires validated data from multiple enterprise systems with quality assurance.
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.
Portfolio Performance Analyzer Agent
Understanding portfolio-wide trends, identifying underperformers, and benchmarking against expectations.
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.
Portfolio Anomaly Detection Agent
Detecting degradation and emerging issues across portfolios before failures or production loss.
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.
Causal Inference & Root Cause Agent
Moving beyond correlation to understand true causal factors for effective intervention.
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.
AI Recommendation Engine Agent
Generating actionable, prioritized recommendations with financial justification and explainable reasoning.
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.
Enterprise Risk Assessment Agent
Comprehensive risk visibility across technical, financial, regulatory, market, and operational dimensions.
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.
Executive Report Generator Agent
Producing professional intelligence reports communicating complex analysis for executive decisions.
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.
Real-Time Market Intelligence Agent
Incorporating live energy market conditions for timely, market-aware decision-making.
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.
ESG & Sustainability Metrics Agent
Quantifying ESG performance for investor communications, sustainability reporting, and SDG alignment.
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.
Regulatory & Incentive Compliance Agent
Tracking regulatory requirements, tax incentives (IRA), permits, and contracts for compliance.
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.
Grid Integration & Demand Forecast Agent
Optimizing dispatch and storage requires forecasting grid conditions and demand response opportunities.
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.
Weather & Generation Forecast Agent
Accurate production forecasting requires sophisticated weather modeling with severe weather risk assessment.
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.
Carbon Markets & Credit Optimization Agent
Maximizing carbon credit and REC value requires market understanding and timing optimization.
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.
Worker Overview
Technical specifications, architecture, and interface preview
System Overview
Technical documentation
Tech Stack
1 technologies
Architecture Diagram
System flow visualization