AI Agentic Site Acquisition System
Deploys a coordinated swarm of 10 specialized AI agents that work in parallel to analyze potential tower sites. The orchestrator agent delegates tasks, resolves conflicts, and synthesizes findings into actionable recommendations with full explainability and confidence scoring.
Problem Statement
The challenge addressed
Solution Architecture
AI orchestration approach
Mission Briefing configuration interface with AI model parameters, target area selection, and business requirements setup
Agent Assembly initialization showing 10 specialized AI agents with system status, bound tools, and model configurations
Live Agent Orchestration dashboard with real-time progress tracking, activity stream, and multi-agent collaboration monitoring
Executive Summary Report displaying site recommendations, portfolio NPV, investment analysis, and complete workflow execution
AI Agents
Specialized autonomous agents working in coordination
Mission Orchestrator
Complex multi-agent workflows require intelligent coordination to ensure proper task sequencing, conflict resolution, and comprehensive synthesis of diverse specialist outputs.
Core Logic
Decomposes mission objectives into sub-tasks, delegates to specialist agents based on capabilities, monitors progress, resolves conflicts between agent findings, and synthesizes all analyses into coherent recommendations with confidence scoring and evidence trails.
Coverage Intelligence Agent
Identifying optimal tower locations requires analysis of existing coverage gaps, population density, traffic demand patterns, and competitor network positioning.
Core Logic
Executes coverage gap analysis using GIS data, queries population databases, calculates RF propagation models, and identifies priority zones where new infrastructure will maximize coverage improvement and population served.
Site Discovery Agent
Finding suitable properties for tower installation requires searching vast property databases and evaluating accessibility, landlord availability, and site characteristics.
Core Logic
Searches commercial property databases, filters candidates based on technical constraints (height limits, site types), evaluates accessibility, identifies property owners, and generates a shortlist of viable candidates cross-referenced with coverage requirements.
Planning Intelligence Agent
Planning permission approval is uncertain and time-consuming, with varying success rates across different local authorities and site characteristics.
Core Logic
Queries historical planning decisions, analyzes local authority approval patterns, identifies constraints (conservation areas, height restrictions), and uses ML-based prediction to estimate approval probability with recommended approaches (standard application vs. pre-application consultation).
Structural Feasibility Agent
Tower installations require careful structural analysis to ensure load capacity, wind resistance, and foundation adequacy meet safety standards.
Core Logic
Calculates structural loads per Eurocode standards, analyzes wind load factors, designs optimal tower configurations for each site type (rooftop, greenfield, monopole), and assesses foundation requirements with engineering complexity ratings.
Financial Modeling Agent
Site investments require rigorous financial analysis including CAPEX/OPEX modeling, NPV calculation, and sensitivity analysis to ensure profitable deployment.
Core Logic
Calculates capital and operational expenditure, runs NPV/IRR analysis with configurable discount rates, performs Monte Carlo simulations for risk-adjusted returns, and generates sensitivity analysis to identify key value drivers.
Risk Assessment Agent
Site acquisition projects face multiple risk categories including planning, technical, financial, regulatory, and community risks that must be identified and mitigated.
Core Logic
Identifies risks across all categories using probability-impact matrix methodology, calculates aggregate risk scores, develops mitigation strategies with cost-effectiveness analysis, and tracks residual risk after mitigations.
ESG & Sustainability Agent
Modern infrastructure investments must consider environmental impact, carbon footprint, renewable energy potential, and community benefits to meet ESG commitments.
Core Logic
Calculates construction and operational carbon emissions, assesses solar and wind energy potential, evaluates community impact including job creation and digital inclusion, models net-zero pathways, and identifies sustainability certification opportunities.
Spectrum Intelligence Agent
5G and advanced network deployments require careful spectrum planning to optimize frequency allocation, minimize interference, and ensure future technology readiness.
Core Logic
Analyzes available spectrum bands (n78, n77, n258, n260), predicts RF interference patterns, assesses 5G-Advanced (Release 18) feature readiness, evaluates Open RAN compliance, and optimizes Massive MIMO configurations for maximum spectral efficiency.
Edge Computing Agent
Next-generation networks require edge computing infrastructure to enable low-latency applications, network slicing, and smart city integrations.
Core Logic
Assesses Multi-access Edge Computing (MEC) suitability, models latency profiles for URLLC applications, analyzes revenue-generating edge use cases (Industrial IoT, gaming, AR/VR), designs network slicing configurations, and plans smart city service integrations.
Worker Overview
Technical specifications, architecture, and interface preview
System Overview
Technical documentation
Tech Stack
4 technologies
Architecture Diagram
System flow visualization