Urban Planning & Smart Cities

Masterplanning

Generate, validate, and compare masterplanning scenarios at any scale — replacing fragmented workflows with integrated, data-driven spatial analysis.

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Also in Urban Planning & Smart Cities Smart Cities Compact City City Development 15-Minute City Land Use Prediction Amenity Planning
Large-scale masterplan site with land use zones, infrastructure networks, and development phasing overlaid
Trusted by
TAKENAKA Jacobs EMAAR McKinsey Dubai Municipality egis
The Problem

Linear, fragmented masterplanning creates late-stage surprises

Masterplanning projects require balancing land use, infrastructure, density, sustainability, and stakeholder requirements simultaneously. Linear, consultant-fragmented workflows — where each discipline works in sequence — create late-stage feasibility surprises and slow alignment, delaying planning submissions and eroding development value.

Without DBF With DBF
Masterplan scenarios produced sequentially across consultant workstreams
50+ masterplan scenarios generated and compared in parallel
Infrastructure capacity validated after spatial planning
Infrastructure demands modelled from spatial scenarios simultaneously
Sustainability targets bolted on after masterplan is established
Sustainability and liveability KPIs embedded in scenario generation
Stakeholder alignment built on limited comparative evidence
Comparable scenario outputs ready for stakeholder review from day one
Process

How It Works

01
Data Ingestion

Upload site boundaries, GIS data, demographic datasets, and planning policy constraints. DBF integrates multi-source data into a single spatial model.

02
Scenario Generation

AI generates 50+ development scenarios — each scored against planning, liveability, sustainability, and infrastructure KPIs simultaneously.

03
Spatial Analysis

Every land use configuration, density gradient, and infrastructure relationship is evaluated. Conflicts and opportunities surface with spatial evidence.

04
KPI Scoring

Scenarios are automatically scored against liveability, sustainability, infrastructure capacity, and planning policy compliance.

05
Stakeholder Comparison

Comparable scenario outputs ready for planning authority, investor, and community stakeholder review from day one — not after weeks of consultant work.

06
Authority Reporting

Planning-authority-ready evidence outputs and spatial data exports delivered from the feasibility stage — not the planning application stage.

Platform

Built for masterplanning at any scale

Every DBF capability is designed for the specific demands of masterplanning — where land use, infrastructure, sustainability, and stakeholder requirements interact across sites of any scale and complexity.

  • AI masterplan scenario generation
  • Land use, density, and infrastructure co-optimisation
  • Multi-source GIS and demographic data integration
  • Sustainability and liveability KPI scoring
  • Phased development scenario testing
  • Planning-authority-ready reporting outputs
Who Uses DBF

Use Cases

Masterplanning team reviewing integrated spatial scenarios, infrastructure analysis, and stakeholder comparison outputs
01
Municipal Government
Planning Director

Generate and compare masterplan scenarios with integrated infrastructure, sustainability, and liveability analysis — building the evidence base for faster planning decisions.

02
Masterplan Developers
Development Director

Test large-scale development configurations against infrastructure investment, planning constraints, and investor return targets before committing to planning applications.

03
Government Agencies
Urban Policy Lead

Assess masterplanning scenarios against economic development targets, infrastructure capacity, and demographic demand forecasts simultaneously across multiple sites.

04
AEC Consultancy
Project Director

Deliver faster, more evidence-based masterplanning with validated spatial scenarios, integrated infrastructure analysis, and planning-authority-ready outputs.

50+
Scenarios Validated
Per masterplanning cycle
Multi-source
Data Integration
GIS, demographic, infrastructure
Pre-design
Full Pipeline
Evidence before planning
Future Vision

Delivering faster, more evidence-based masterplanning outcomes

As cities and regions face complex growth pressures, masterplanning must evolve from consultant-led sequential processes to data-driven, parallel scenario validation. Planning authorities will demand stronger evidence, developers will need faster feasibility, and communities will expect better outcomes. DBF enables planning teams to deliver faster, more evidence-based masterplanning — replacing sequential workflows with integrated AI analysis that validates more options earlier and with greater rigour.

Future vision of a large-scale masterplan site with sustainable mixed-use development and integrated infrastructure
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