Insights & Recommendations Generator

Purpose

The Insights & Recommendations Generator supports strategic urban planning intelligence by transforming simulation results, confidence levels, constraints, stakeholder priorities, and referenced best practices or policies into executive-ready insights and recommendations.

Primary users

The primary users are external, client-facing stakeholders who need clear outputs to support urban planning discussions, decisions, and scenario-based recommendations.

Where it fits (process/stage/trigger)

This agent fits after simulation results and planning constraints are available, when stakeholders need to compare scenarios, understand implications, and move from analysis to prioritized actions.

Key capabilities / workflow

The workflow analyzes simulation results and confidence information, uses RAG to reference best practices and policies, checks constraints and stakeholder priorities, then generates recommendation documents, executive summaries, prioritized actions, visualization-ready data, and scenario comparisons.

Inputs

Typical inputs include simulation results, confidence scores or confidence information, best practices and policies retrieved through RAG, constraints, and stakeholder priorities. Dataset details are not specified.

Outputs / Deliverables

The outputs include executive summaries, recommendation documents, prioritized actions, visualization-ready data, and scenario comparisons.

Value

The agent helps turn complex urban planning simulation outputs into structured, client-facing recommendations that can support decision-making, prioritization, and communication with stakeholders.