Fiber Network
Nationwide Fiber Opportunity Engine
A large-scale market prioritization system that combined building density, road access, population patterns, and administrative data to identify where fiber investment would yield the highest return. The approach automated demand assessment and homepass qualification, turning raw geographic data into an actionable city-by-city investment funnel.
Informed investment decisions for a million-homepass fiber rollout across 109+ cities. Reduced planning cycle time by replacing manual, multi-week assessments with an automated pipeline.
Wireless Access
Wireless Site Accelerator
A rapid site evaluation capability that systematically assessed wireless deployment feasibility across 18 city groups. It factored in shoreline proximity, existing infrastructure reuse, competitor presence across 14,000 sites, and capital expenditure requirements, compressing what was once a manual, multi-week scouting process into a structured, repeatable workflow.
Reduced site selection time from weeks to days, accelerating wireless network expansion. Enabled confident, data-backed decisions on where to build next across 18 urban markets.
Fiber Backbone
Backbone Resilience Validator
A nationwide fiber backbone audit and ring-topology validation initiative that ensured network redundancy across the country's most critical routes. The work included repairing incomplete network maps and verifying that metro and long-haul fiber paths met reliability requirements, directly protecting service continuity for millions of end customers.
Validated nationwide fiber topology, confirming redundancy where it mattered most. Enabled confident capital allocation to metro and long-haul fiber investments with reduced risk of single-point-of-failure outages.
EV Infrastructure
EV Charging Hotspot Optimizer
A market-driven site selection approach for electric vehicle charging stations that evaluated proximity to high-value points of interest, drive-time accessibility, and demographic fit. Rather than relying on intuition or scattered field scouting, the analysis pinpointed locations where consumer demand and accessibility converged.
Reduced site scouting costs by replacing broad-area field surveys with targeted, data-prioritized shortlists. Maximized coverage for target customer segments through location intelligence.
Risk Screening
Infrastructure Hazard Shield
A multi-hazard screening process that embedded flood, earthquake, and landslide risk assessment directly into infrastructure planning workflows. Every new investment site was scored against natural hazard exposure and flagged before capital was committed, turning disaster risk from an afterthought into a decision gate.
Reduced exposure of new infrastructure investments to natural hazards by making risk screening a standard step in planning. Protected capital deployment in disaster-prone regions through early-stage hazard flagging.
Enterprise B2B
Enterprise Lead Scoring Engine
A targeted B2B qualification system that identified high-value enterprise buildings by classifying schools, mapping corporate office clusters, and scoring individual buildings for fiber serviceability. The solution enriched a database of 600,000+ business locations with intelligence, transforming raw location lists into qualified sales leads.
Improved B2B lead qualification accuracy through location-based enrichment. Enabled targeted enterprise sales campaigns with a prioritized, serviceability-scored pipeline drawn from a 600K+ business database.
Satellite Infrastructure
Ground Station Site Optimizer
A multi-criteria location planning exercise that balanced signal coverage requirements against real-world construction constraints, from flood risk and terrain challenges to road access. The analysis ensured that selected ground station sites were both technically viable and operationally practical to build.
Delivered optimal ground station locations that satisfied coverage mandates while minimizing construction risk and access difficulty. Enabled confident site acquisition with reduced likelihood of costly mid-build surprises.
Location Intelligence
Site Intelligence Command Center
An internal decision-support platform that gave non-specialist teams the ability to independently assess tower colocation viability, operator overlap, coverage potential, and revenue forecasts across thousands of sites. What previously required days of back-and-forth with specialists became a self-service workflow, modeling 12 operator-combination scenarios and classifying market share in minutes.
Compressed site qualification from days to minutes. Empowered business and sales teams to evaluate tower colocation opportunities, operator competition, and revenue potential without specialist dependency, accelerating deal velocity across thousands of sites.
Urban Planning
Urban Expansion Forecaster
A forward-looking market intelligence model that projected urban growth patterns and sprawl trajectories using land-cover change forecasting and trend analysis. The insight identified where demand would materialize years before competitors recognized the opportunity, shaping multi-year infrastructure investment timing and market entry sequencing.
Identified future high-demand corridors before competitors, informing multi-year infrastructure investment strategy. Enabled proactive, rather than reactive, market entry across key growth zones.
Data Pipeline
Location Data Factory
A fully automated data operation that maintained millions of business location records with built-in quality control, continuous updates, and standardized formatting, deployed on cloud infrastructure for reliability at scale. The solution eliminated the manual overhead of keeping enterprise location data current and trustworthy.
Reduced manual data processing by 80%+ through end-to-end automation. Delivered consistent, reliable location data products to enterprise clients, strengthening data-as-a-service revenue streams.
Fiber Design
Fiber Design Assembly Line
An end-to-end automated design capability that generated field-ready fiber network plans, from feeder cable routing and last-mile dropwire assignment through to equipment placement and bill-of-materials output. The system handled complex real-world constraints like multi-lane roads and highway crossings, producing engineering-ready designs across Java, Bali, and Sumatra.
Cut fiber network design cycle time from weeks to hours through full automation. Generated deployable physical designs with automated bill-of-materials output, dramatically accelerating time-to-build across Indonesia's most populous islands.
Routing Engine
Smart Routing Engine
A custom routing engine that delivered Indonesia-focused route optimization, improving network planning accuracy and decision-making. The solution was tailored to local road conditions, routing behavior, and distance-estimation needs, enabling more reliable backbone route modeling and last-mile site analysis.
Improved routing efficiency by 34% compared with generic routing approaches, strengthened fiber backbone distance estimation, and automated nearest-fiber calculations for more than 28,000 sites. Its adaptable design also supports application across other industries with specialized routing, distance estimation, and location-planning needs.
Machine Learning
Commercial Building Classifier
An intelligent classification capability that distinguished commercial buildings from residential properties at scale, using neighborhood patterns, building characteristics, road access, and demographic indicators. The model identified high-value enterprise targets that would otherwise be indistinguishable from surrounding residential structures, sharpening B2B fiber sales focus.
Enabled precise enterprise fiber targeting by reliably separating commercial buildings from residential. Improved B2B lead qualification accuracy, directing sales efforts toward genuinely high-value commercial prospects.
Regulatory GIS
Regulatory Compliance Mapper
A regulatory risk management initiative that integrated provincial land-use zoning laws with telecom infrastructure planning across Banten and West Java. Every proposed tower and fiber route was pre-screened against legal deployment zones to identify where building was permitted, restricted, or prohibited, ensuring network rollout stayed compliant from day one.
Reduced regulatory risk for tower and fiber deployment by embedding legal zoning checks into site planning. Enabled compliant infrastructure rollout across two of Indonesia's most tightly regulated provinces, avoiding costly permit rejections and rework.
Competitive Intel
Competitor Tower Revenue Model
A systematic competitive intelligence exercise that mapped surrounding competitor tower locations, evaluated colocation viability across 3,146 sites, and modeled revenue potential based on proximity to existing infrastructure. Eight analysis iterations refined the methodology, linking physical tower positions directly to commercial opportunity.
Directly informed competitive site acquisition and colocation strategy. Revenue quadrant modeling connected proximity to financial opportunity, enabling data-driven investment decisions on which competitor towers to pursue.
