AI Energy Audit & Efficiency Analyzer

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Manages DAG-based workflow optimization across all audit agents. Coordinates parallel execution where possible, manages data handoffs between dependent agents, monitors progress through real-time status streams, handles errors gracefully, and synthesizes results into a coherent audit report structure.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Analyzes consumption patterns using ML and statistical methods. Applies ARIMA and Holt-Winters for demand forecasting, uses IQR-based anomaly detection to identify unusual consumption events, performs seasonal decomposition, benchmarks against industry standards, and generates consumption profiles with efficiency scores.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Calculates carbon footprint using EPA emission factors and regional grid intensity data. Identifies sustainability improvement opportunities, estimates carbon reduction potential from efficiency measures, generates ESG metrics for reporting, and creates roadmaps for sustainability targets.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Uses collaborative filtering algorithms to match facility profiles with optimal suppliers. Analyzes supplier performance metrics, pricing competitiveness, service coverage, and specialization areas. Generates supplier recommendations ranked by fit score with rationale.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Uses cosine similarity matching to identify optimal efficiency products from the catalog. Compares current equipment specifications with available upgrades, calculates energy savings potential, considers compatibility requirements, and ranks recommendations by ROI with detailed product specifications.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Applies survival analysis algorithms to predict equipment failure probabilities based on age, usage patterns, and maintenance history. Identifies high-risk equipment, recommends maintenance schedules, estimates remaining useful life, and prioritizes replacement recommendations by failure risk.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Analyzes real-time energy market data including spot prices, futures, and demand forecasts. Identifies pricing opportunities, recommends procurement timing strategies, tracks regulatory changes affecting rates, and projects future energy costs under different scenarios.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Calculates comprehensive financial projections using Monte Carlo simulation for uncertainty quantification. Generates NPV, IRR, and payback period calculations for each recommendation. Models different scenarios, accounts for financing options, and creates executive-ready financial summaries.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Searches comprehensive rebate databases across federal programs (IRA tax credits), state incentives, and utility rebate programs. Matches facility location and planned improvements with eligible incentives, calculates rebate values, checks eligibility requirements, and generates application guidance.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Compiles findings from all agents into structured executive reports. Prioritizes recommendations by ROI and implementation ease, generates executive summaries, creates detailed appendices with supporting data, and formats output for multiple audiences (executive, technical, financial).