AI-Powered Billing Dispute Resolution Digital Worker

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Coordinates the 11-phase investigation workflow using Claude 3 Opus with temperature 0.3. Manages task delegation to specialized agents, monitors workflow progress through pending/running/completed states, synthesizes findings with weighted confidence aggregation, determines if human review is required based on confidence thresholds, and generates final recommendations with consensus validation across all agents.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Numerical examples are scenario inputs or illustrative outputs, not validated performance results. Uses GPT-4 Turbo with temperature 0.1 for assisted data retrieval, with results requiring validation. Queries MDM systems for meter readings (heat, water, electricity), retrieves 12-month billing history, fetches property specifications, and obtains weather data for consumption normalization. Validates data completeness and quality (100% data quality target), documenting all data sources for audit trails.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Queries available smart-meter status, firmware, calibration and health data. Reviews data quality, load conditions and renewable-energy inputs, then reports gaps and anomalies for infrastructure teams to validate.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Numerical examples are scenario inputs or illustrative outputs, not validated performance results. Analyzes consumption patterns using GPT-4 Turbo with statistical methods. Compares current period to 12-month historical baseline, applies weather normalization using heating/cooling degree days, calculates variance percentages (e.g., raw +57.9% → normalized +12.3%), and performs z-score analysis (threshold 2.5) to identify statistical outliers. Distinguishes between weather-driven increases and genuine anomalies.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Recalculates all billing components from source data using Claude 3 Sonnet with temperature 0.1 for precision. Verifies rate applications against current tariff schedules, checks cost allocation methodology compliance, validates rounding rules, and compares recalculated total to original bill. Reports exact match status with component-level verification.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Checks compliance using Claude 3 Sonnet against EU EED Articles 9-11 (individual metering, billing information, cost allocation), HeizKVO requirements (30-70 allocation split, billing deadlines), and GDPR standards (PII redaction, encryption, consent management). Verifies AES-256-GCM encryption, documents compliance status, and generates audit-ready compliance reports.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Compares tenant consumption to peer units using same-floor, same-size criteria. Calculates percentile rankings, determines deviation from building average, and computes savings versus average. Uses statistical deviation analysis to confirm tenant is within normal distribution.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Numerical examples are scenario inputs or illustrative outputs, not validated performance results. Calculates CO2 emissions using GHG Protocol methodology with German-specific emission factors. Breaks down emissions by source (heating 74.8%, electricity 22.3%, water 2.9%), assigns sustainability scores (72/100) and ESG ratings (B), and generates carbon offset recommendations. Identifies reduction opportunities (e.g., 615 kg CO2e/year potential through green electricity tariff, smart thermostat, optimized heating).

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Analyzes peak consumption patterns using historical data, identifies shiftable loads, queries tariff schedules for time-of-use rate differentials, and calculates potential savings from demand response participation. Reports enrollment status, historical earnings, and potential annual savings through automated load shifting.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Generates consumption and cost forecasts using LSTM Ensemble + XGBoost models with high historical accuracy. Forecasts monthly costs, analyzes weather impact on future consumption, and identifies savings opportunities. Provides confidence levels and explains expected bill trajectory based on seasonal normalization.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Generates personalized tenant responses using Claude 3 Opus with temperature 0.7 for natural language. Retrieves relevant templates from vector store (Pinecone) using RAG, optimizes for Grade 7-8 readability, analyzes sentiment (0.82 positive), and structures responses with sections (greeting, summary, evidence, explanation, action, closing). Creates comparison visualizations (bar charts, line charts, pie charts) to illustrate findings clearly.