AI ESG Intelligence Platform
Deploys 6 autonomous AI agents that execute a comprehensive ESG assessment workflow: automated data collection from 8+ sources, data validation with anomaly detection, GRESB scoring and gap analysis, portfolio optimization under budget constraints, and automated report generation for multiple frameworks..
Problem Statement
The challenge addressed
Solution Architecture
AI orchestration approach
ESG Agentic Assessment Platform - System architecture with 6 AI agents, technical specifications, and real-time performance metrics
Agent Execution Console - Live workflow monitoring showing multi-agent collaboration through data collection and ESG analysis phases
AI-Generated ESG Insights - Comprehensive analysis summary with property assessments, key metrics, and AI-powered feature recommendations
Technical Performance Dashboard - Detailed execution metrics showing LLM usage, data processing stats, and agent performance breakdown
AI Agents
Specialized autonomous agents working in coordination
Master Orchestrator
Complex ESG assessments require coordinated execution across multiple specialized agents with proper task distribution, progress monitoring, deadline management, and conflict resolution.
Core Logic
Coordinates all agents through the 6-phase workflow, managing task distribution based on dependencies, monitoring progress against timelines, enforcing deadlines for compliance reporting, and resolving conflicts when agent outputs disagree. Broadcasts mission status updates.
Data Collector Agent
ESG data is scattered across multiple sources in different formats: utility APIs, PDF reports, web portals, and manual spreadsheets requiring unified extraction and normalization.
Core Logic
Gathers ESG data from 8+ connected sources using API integration, PDF parsing with OCR, web scraping for utility portals, and structured data extraction. Achieves 91%+ data coverage across energy, water, waste, carbon, certifications, and tenant engagement categories.
Data Validator Agent
ESG data quality directly impacts GRESB scores and regulatory compliance. Missing data, anomalies, unit inconsistencies, and cross-source discrepancies must be identified and resolved.
Core Logic
Validates data quality through completeness analysis, anomaly detection using ML algorithms, cross-validation across 7+ sources for consensus, and unit conversion to SI standards. Generates data quality scores and flags issues with severity ratings for remediation.
ESG Analyzer Agent
Translating raw ESG data into GRESB scores, CRREM pathway compliance status, and peer benchmarks requires deep expertise in multiple frameworks and their evolving requirements.
Core Logic
Performs comprehensive ESG analysis including GRESB 2024 framework scoring across 8 categories, CRREM 1.5C pathway analysis with stranding year projections, gap analysis against peer top 10%, and benchmarking against 150+ peer portfolios. Identifies high-impact improvement opportunities.
Portfolio Optimizer Agent
Limited budgets require optimization to maximize ESG improvements. Competing objectives (GRESB points vs carbon reduction vs cost) need multi-objective optimization with scenario analysis.
Core Logic
Optimizes improvement portfolios using NSGA-II multi-objective genetic algorithm. Generates 24+ candidate actions, evaluates cost-benefit ratios, runs conservative/balanced/aggressive scenarios, and identifies quick wins. Outputs Pareto-optimal investment plans within budget constraints.
Report Generator Agent
ESG results must be communicated to multiple audiences (executives, investors, regulators) in their preferred formats with appropriate detail levels and visualizations.
Core Logic
Generates comprehensive reports including 2-page executive summaries, 45-page technical analyses with methodology appendices, 3-phase action plan roadmaps, and pre-filled GRESB submission drafts with 48 questions answered and evidence documents linked. Creates 15+ interactive visualizations.
Worker Overview
Technical specifications, architecture, and interface preview
System Overview
Technical documentation
Tech Stack
4 technologies
Architecture Diagram
System flow visualization