
Intelligence Layer
Explainable AI and scenario simulation combine data and models to produce defensible recommendations with clear rationale.

Data Integration
A governed lakehouse + ETL unify sources, standardize data, and enrich everything with lineage and metadata.

Climate Frameworks
Built‑in climate models and resilience playbooks support adaptation planning and stress‑test strategies across time horizons.

Community Feedback
Citizen and stakeholder reports flow through moderation and credibility scoring to augment official data and fill blind spots.

Risk Management
Scenario engines assess exposure and impact, rank options, and surface the next best actions with human‑in‑the‑loop review.

IoT & Sensors
High‑volume stream ingest aggregates readings, detects thresholds, triggers alerts, and lands time‑series to the lake.

Regulatory Compliance
Role‑based access, data classifications, audit trails, and policy‑as‑code keep usage compliant and auditable.

Impact Measurement
Track outcomes against goals, quantify ROI, and publish accountability dashboards with traceable data sources.

From Data Overload to Decisions That Matter
Ecoheart transforms complex city and organizational data into ethical, human-first intelligence for action on climate, resilience, and growth.