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essentials
Urbio

AI-Scenario Builder & Interactive Map for Heat Network Layouts

Urbio

Series B+ Startup
Company Type
Sion, Switzerland
Location
Project work
Engagement Model
6 - 10 people
Team Size
2 - 4 years
Duration
$1M - $5M
Budget

About

Developed an interactive web tool that enables consultants and municipal planners to quickly generate, visualize, and compare optimized district-heating network layouts. Built with Next.js, React, and Mapbox, the system integrates AI-driven optimization with intuitive map overlays and a scenario comparison dashboard. It reduced planning time from weeks to just a few hours, improved stakeholder decision-making, and delivered smoother performance o

Challenge, approach, and impact

Handling Large Geospatial Datasets

Challenge: Map performance slowed significantly when loading dense heat-demand and terrain data. Solution: Implemented clustering, tiling, and lazy-loading to ensure smooth navigation and responsiveness.

Balancing Simplicity with Technical Depth

Challenge: Stakeholders needed a tool usable by non-GIS experts, while technical users demanded detailed metrics. Solution: Designed a progressive disclosure interface — showing a simple overview first, with the option to drill down into advanced data.

Aligning Client Expectations with Technical Feasibility

Challenge: Differences between stakeholder design preferences and what was technically feasible. Solution: Held regular review sessions, proposed compromise solutions, and prioritised features that delivered the highest business value.

Ensuring Cross-Browser & Device Performance

Challenge: Users accessed the platform on varied devices and browsers, creating inconsistencies. Solution: Conducted multi-device testing, optimised rendering pipelines, and introduced fallbacks for lower-spec systems.

Driving Adoption Among Non-Technical Users

Challenge: Consultants and planners unfamiliar with GIS tools needed confidence using the platform. Solution: Simplified workflows, added clear visual cues, and conducted usability reviews to refine the interface.

How we built

AI & ML Solutions
Web Apps
SaaS

Testimonials

Nils Schuler, CTO, Founder @ Symbionix

Symbionix

Verified Testimonial

“Working with Dorin has been an absolute pleasure. He brings clarity and energy to every project, communicates effectively across diverse teams, and always finds practical solutions to complex challenges. What stands out most is his ability to streamline processes while keeping collaboration at the heart of his work. Dorin’s commitment to continuous learning and his proactive problem-solving mindset make him not just a reliable team member, but also someone who consistently elevates the quality and efficiency of the entire team.”

Team structure

Client team

Nils  Schuler's avatar

Nils Schuler

CTO

Project stakeholder

The client stakeholders at Urbio were working closely with the team at Symbionix

Agency team

3 on  average x UIUX and Frontend developer's avatar

3 on average x UIUX and Frontend developer

Production

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