AI Sustainability Intelligence Platform
Deploys an **enterprise agentic architecture** with DAG-based agent execution, comprehensive tool calling capabilities, advanced memory systems (short-term, long-term, episodic), and human-in-the-loop approval workflows. Processes sustainability analyses with full chain-of-thought reasoning and citation-backed recommendations.
Problem Statement
The challenge addressed
Solution Architecture
AI orchestration approach
Project configuration dashboard with sustainability goals, material inventory, certification targets, and agent deployment options
DAG-based agent execution flow showing orchestrator coordination, tool invocations, and real-time processing status
Tool invocation tracking with input/output data, execution metrics, and agent workflow transparency
Final analysis results with LEED certification achievements, cost projections, carbon metrics, and detailed recommendations
AI Agents
Specialized autonomous agents working in coordination
Project Orchestrator
Sustainability analysis workflows involve complex dependencies between analysis phases that must be coordinated to ensure correct execution order and data flow.
Core Logic
Manages **DAG-based workflow execution** across all specialized agents. Handles task delegation with dependency resolution, monitors agent status transitions (idle → reasoning → calling-tool → completed), and aggregates outputs for downstream agents. Maintains execution metrics including token usage and latency.
Material Analyzer
Construction projects use diverse materials (concrete, steel, aggregates, timber, insulation) each with unique sustainability profiles requiring specialized lifecycle analysis.
Core Logic
Performs **lifecycle analysis** across 9 material categories using tool calls to supplier databases and EPD repositories. Analyzes embodied carbon, recycled content, regional availability, and end-of-life recyclability. Generates material sustainability scorecards with confidence intervals.
Carbon Optimizer
Projects have specific carbon reduction targets but optimizing across hundreds of material choices while meeting technical requirements is computationally complex.
Core Logic
Applies **multi-objective optimization** for carbon reduction with tool calls to calculation engines. Evaluates MateriIQ EcoConcrete/MateriIQ EcoCite low-carbon alternatives, quantifies CO2 savings per substitution, and generates carbon reduction pathways. Tracks progress against project net-zero targets with variance analysis.
Compliance Analyzer
Green building certifications have hundreds of credit requirements with complex documentation needs. Missing compliance evidence risks certification delays or rejection.
Core Logic
Validates materials against **certification requirements** (LEED, BREEAM, DGNB) using tool calls to standards databases. Tracks credit achievement progress, identifies documentation gaps, and generates compliance matrices. Flags high-risk items requiring human review with detailed reasoning.
Sustainability Validator
Sustainability claims require verification against authoritative sources to ensure accuracy and auditability for certification submissions.
Core Logic
Performs **verification and validation** of all agent recommendations using chain-of-thought reasoning with citations. Cross-references findings against EPD databases, certification standards, and industry benchmarks. Generates review items for human approval with confidence scores and alternative options.
Results Reporter
Stakeholders need comprehensive sustainability reports with executive summaries, detailed findings, and actionable recommendations in auditable formats.
Core Logic
Synthesizes outputs from all agents into **comprehensive sustainability reports**. Generates executive dashboards, detailed material recommendations, certification pathway timelines, and carbon reduction projections. Formats outputs for stakeholder presentations with visualization-ready data.
System Monitor
Multi-agent systems require continuous monitoring to ensure performance, track resource consumption, and identify bottlenecks or failures.
Core Logic
Tracks **system-wide performance metrics** including agent token usage, tool call latency, reasoning step counts, and execution timelines. Monitors queue depths, identifies slow agents, and provides real-time dashboards for operational visibility. Logs all agent interactions for audit compliance.
Worker Overview
Technical specifications, architecture, and interface preview
System Overview
Technical documentation
Tech Stack
5 technologies
Architecture Diagram
System flow visualization