Use cases

Mandates, on the record — place by place.

Browse the engagements behind the numbers. Grouped by the task each one ran — Imagine, Test, Shape, Improve, set by what the city had already decided when it began — in the order a place travels them. Filter, then open any case for the full account of the decision, the question, and the documented outcome.

Selected use cases · 92 engagements · 28 countries · since 2021

92 engagements · 28 countries · since 2021

51 shown

Imagine

29What could it be?  Nothing is decided. People bring the future they want, and it becomes the brief.
Imagine
Mayors for Economic Growth Network2024
UNDP Istanbul Regional Hub

Training plus a six-month platform trial let UNDP’s Mayors for Economic Growth network run AI scenario work itself, applied to real Moldovan sites in July 2024.

Open →
Imagine
Blue & Green Spaces, Enschede2023
City of Enschede · Netherlands · On-site + online

Rain-ready streets, co-designed with the neighbourhood.

380participants
14scenarios
Open →
Imagine
Humanising Cities, Oman2024
Oman Ministry of Housing and Urban Planning

Around 25 governors of Oman’s regions redesigned selected public spaces with AI tools at the Royal Academy of Management, in a Humankind-led capacity-building workshop.

Open →
Imagine
City of Longevity, Newcastle2023
Newcastle University / NICA

UrbanistAI joined the National Innovation Centre for Ageing’s City of Longevity initiative as a named partner, co-developing participatory methods for engaging older adults in age-friendly urban design.

Open →
Imagine
Humanizing Digital Twins2024

At CoPlan AI, we partnered with the Estonian Ministry of Climate to humanize digital twin technology. By integrating generative AI into virtual city models, we co-developed a functional prototype that allows planners and citizens to collaborate in real time, turning highly technical data into an accessible, democratic canvas for urban development and climate policy. Context

Open →
Imagine
Re-Imaging the Car-Free City, Munich2023
Zamanand gUG

913 generation sessions produced 3,211 car-free visions of Ludwigstrasse in two festival days — two-thirds of visitors went beyond the presets with free-text prompts.

Open →
Imagine
Denk Züri Neu2023
City of Zürich · Switzerland · On-site

Rethinking Zürich’s public spaces with residents.

290participants
11scenarios
Open →
Imagine
Kiezlabor CityLAB Berlin2023

We partnered with CityLAB Berlin to bring generative AI directly to the streets. By integrating a customized version of CoPlan AI into a touring mobile laboratory, we empowered Berliners to actively reimagine and instantly visualize urban transformations scenarios. Context ClientCityLAB Berlin LocationBerlin, Germany 🇩🇪 Year2023 – 2024 During the summer of 2023, CityLAB Berlin launched

Open →
Imagine
Estonian Museum of Natural History2023

At CoPlan AI, we helped bridge the gap between urban infrastructure and environmental conservation. Through an interactive museum installation, we empowered citizens to actively reimagine their city as a nature-rich ecosystem. Context ClientEstonian Museum of Natural History LocationTallinn, Estonia 🇪🇪 Year2023 In October 2023, the Estonian Museum of Natural History in Tallinn launched the BiodiverseCity?

Open →
Imagine
TalTech Campus Entrance2024
TalTech — Academy of Architecture and Urban Studies

University staff co-designed greener futures for a car-dominated campus forecourt — eight prompted AI scenarios framed explicitly as discussion-starters, not designs.

Open →
Imagine
Co-Design for Reconstruction, Kyiv2024
Kyiv School of Economics

Five war-affected Ukrainian municipalities supplied measured sites — parks, squares, a commemoration alley — as co-design inputs at a Kyiv School of Economics event within Ukraine’s DREAM reconstruction ecosystem.

Open →
Imagine
CIVINET Forum Workshop, Athens2024
CIVINET Greece

A hands-on workshop at the 2nd CIVINET Greece–Cyprus Forum introduced AI-assisted co-design to the Greek municipal network — UrbanistAI’s first Greek appearance.

Open →
Imagine
Urban Reimagination of Skopje2023
UNDP North Macedonia

A UNDP keynote on AI-enhanced participatory planning converted within a fortnight into a contracted workshop commission, with seven Skopje sites prepared for regreening scenarios.

Open →
Imagine
Street Design with AI, Kalamaja2023
Estonia Ministry of Climate

Three working groups generated over 1,000 AI images of Niine Street in a three-hour Design Night workshop, converging on a shared pedestrian-friendly vision.

Open →
Imagine
Jyväskylä Library Interiors2023
City of Jyväskylä

Culture and real-estate actors generated 112 AI scenarios of the main library’s interiors in a single session — the tool’s first use on interior space.

Open →
Imagine
AI in the Hood, Eindhoven2023
Humankind

The closing session of Baltan Laboratories’ three-part community series combined Humankind’s Good Public Space Analysis with UrbanistAI to reimagine a Rochusbuurt green space.

Open →
Imagine
Re-Centre Jyväskylä2021
City of Jyväskylä

The origin deployment: a two-day charrette on Kauppakatu, one of Finland’s first pedestrianised streets, where participants’ sketches became photorealistic street scenarios — the first documented use of the tool, 26 October 2021.

Open →
Imagine
Connect East Cleveland2023

We partnered with the urban design consultancy Seventh Hill to bring community-driven ideas to life for the Connect East Cleveland revitalization initiative. By providing instant visual feedback, we helped residents directly shape the future of their neighborhood’s streetscapes and public spaces, turning their aspirations into actionable design concepts. Context ClientSeventh Hill LocationCleveland, USA 🇺🇸 Year2023

Open →
Imagine
PACES Stockholm2024
Cloudberry Communications

A Vinnova-funded prototype explored accessible, calm, equitable and shared mobility futures across three Stockholm districts, pairing AI visualisation with a physical prototype and a card game.

Open →
Imagine
Havukoski Futures, Vantaa2023
City of Vantaa

A two-day resident charrette visualised ‘Havukoski in the future’ — three 2040 narratives and AI scenario images that fed the district’s framework plan.

Open →
Imagine
Future-Fit Cities Forum, Batumi2023
UNDP / Mayors for Economic Growth

Municipalities from Georgia and Moldova supplied seven sites — squares, a park, an old circus — for a hands-on AI co-design session at UNDP’s Future-Fit Cities Urban Forum.

Open →
Imagine
Pristina: Children, Festivals and Blloku 12023
UNDP Kosovo

Three engagements in one city and year: children’s councils co-designed public spaces under the UNDP City Experiment Fund — with implementation of two designs initiated — alongside festival workshops and the Blloku 1 neighbourhood regeneration.

Open →
Imagine
CityDNA Autumn Conference, Valencia2023
Group NAO

A workshop and talk at the CityDNA Autumn Conference introduced destination-management professionals to sketching urban-tourism futures with generative AI.

Open →
Imagine
From Playgrounds to Planning2023
Architects’ Council of Europe

An ACE research grant produced a child-adapted interface and method for ages 6–14, tested with a school class of about 20 pupils in Finland and at a Milan museum event.

Open →
Imagine
Nusantara Capital City 20242024

CoPlan AI empowered the future residents of Indonesia’s planned capital, Nusantara, to actively visualize and integrate their aspirations into the city’s foundational development. Context ClientNusantara Capital City Authority, University of Turku LocationArgo Mulyo, Indonesia 🇮🇩 Year2024 The “Foresight for Resilient Cities” initiative was established to understand how different stakeholders perceive the massive urban transformation required

Open →
Imagine
Lahti City Center Vision 20402023

At CoPlan AI, we partnered with The New City Collective (Uusi Kaupunki Kollektiivi) and the City of Lahti to bring their “City Center Vision 2040” to life. By providing real-time generative visualizations during a major civic festival, we helped citizens and politicians turn abstract ideas into concrete visual goals, effectively bridging the gap between public

Open →
Imagine
Milan Digital Week2023

CoPlan AI partnered with the National Museum of Science and Technology Leonardo da Vinci in Milan to teach children the fundamentals of urban design. Using a specially adapted, kid-friendly version of CoPlan AI, we empowered young minds to reimagine their everyday environments. Context ClientMilano Digital Week LocationMilan, Italy 🇮🇹 Year2023 In October 2023, during Milano

Open →
Imagine
Nusantara Capital City 20232023

We partnered with UNDP Accelerator Labs to empower indigenous and local communities in East Kalimantan to actively shape the foundational design guidelines for Nusantara, Indonesia’s future capital. Context ClientUNDP LocationNusantara, Indonesia 🇮🇩 Year2023 In July 2023, as plans for Nusantara were still in their preliminary stage, planners recognized the critical need to ensure the new

Open →
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UNDP Collaboration, Batumi2023
UNDP M4EG · Georgia · Online + kiosk

Imagining a seafront the whole city can share.

660participants
19scenarios
Open →

Test

11What if?  A scenario goes to people before anything is decided, and we learn what they could live with.
Test
Forum Virium Helsinki Training2023
Forum Virium Helsinki

A professional training bootcamp equipping staff of Helsinki’s innovation company to run participatory-AI workshops themselves.

Open →
Test
Officine della Conoscenza2024
Comune di Bologna · Italy · Online

Policy-scored green scenarios, ranked by residents.

860participants
24scenarios
Open →
Test
Helsinki Market Squares2023
Helsingin Kaupunkitilat

Roughly 3,385 batch-generated scenarios were curated onto A1 voting posters at seven Helsinki market squares, asking passers-by what each square could hold in future.

Open →
Test
Edge of Government, World Government Summit2022
UAE Prime Minister Office

A Dubai-tuned touchscreen installation at the World Government Summit’s Edge of Government exhibition, shown in tandem with the City of Jyväskylä to delegations from over 190 countries.

Open →
Test
Child-Friendly Neighbourhoods, Wiesbaden2025
City of Wiesbaden

The City of Wiesbaden is testing CoPlanAI with elementary-school children, asking what their neighbourhood would look like if it were child-friendly.

Open →
Test
Building Feminist Cities, Manila2024
GIZ

After a bootcamp and subscription, GIZ staff themselves generated feminist redesigns of Manila streets, carried as postcards on a 2.1 km walk with 67 participants at the ADB Transport Forum.

Open →
Test
CoPlanAI at World Urban Forum 132026
GIZ

A demonstration kiosk prepared for WUF13 in Baku: QR codes opening guest-mode CoPlanAI workspaces for seven GIZ Connective Cities partner locations, from Huye to Hebron.

Open →
Test
Climate Scenario Planning, Panama2023
UNDP · Panama · Classroom + online

Youth-authored climate priorities for the city.

720participants
20scenarios
Open →
Test
Urban Testbeds Jr, Hamburg2024
HafenCity University Hamburg

Facilitator bootcamps and subscriptions let HafenCity University run two children’s co-design sessions reimagining a green space near the campus — with a bilingual prompt-card deck steering, and free play allowed.

Open →
Test
Participatory AI for Youth, Luleå2023
Luleå University of Technology

After UrbanistAI facilitator bootcamps, Luleå University ran its own workshop with 35 children aged 12–13 redesigning their school route — and licensed the platform for ongoing teaching.

Open →
Test
Children Reimagine Luleå2026
Luleå University of Technology

Schoolchildren photographed real Luleå places and reimagined them with CoPlanAI — 236 generated images from a single January 2026 workshop, unmistakably child-authored.

Open →

Improve

7How could it be better?  The design exists. People react to the actual drawings, while there is still time to revise.
Improve
Dubai Municipality: From Pilot to a Way of Working2025
Dubai Municipality

A year-long governance engagement in which Dubai Municipality’s own planners redesigned their workflows around AI — including a clause-by-clause ‘Clause Hunt’ through their own design manual.

Open →
[‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘, ‘‘]ImproveNDA
Urbanist DubAI × Dubai Municipality2024
Urbanist DubAI × Dubai Municipality · UAE · On-site

Compliance-checked scenarios for a district.

430participants
15scenarios
Open →
Improve
Estonian Museum of Nat. History2024
Estonian museums · Estonia · Museum & kiosk

Rolling public preferences, documented over a show.

2,100participants
9scenarios
Open →
Improve
Oulu Centre Vision 20402025
LUO arkkitehdit

Ten city-centre sites, bilingual prompt libraries built from the official vision’s theme drafts, and 670 precomputed scenario images prepared for resident workshops feeding Oulu’s centre vision 2026–2040.

Open →
Improve
Kaarina Market Square2022
Town of Kaarina · Finland · Online

What residents value in a growing town centre.

510participants
8scenarios
Open →
Improve
Vienna Supergrätzl2024
Urban Innovation Vienna · Austria · On-site

Testing a superblock model, block by block.

540participants
12scenarios
Open →
Improve
Helsinki Summer Streets2023
City of Helsinki · Finland · On-site + online

A shared mandate for a car-light summer street.

1,204participants
18scenarios
Open →
Where else we’ve worked

Breadth, honestly labelled: engagements and partners without a full public write-up. We never dress these as clickable cases.

PlaceYearPartnerEngagement modelTopic
Helsinki · FI2023Forum Virium HelsinkiCapacity BuilderPublic-space training
Rotterdam · NL2024HumankindSubscriberPublic space
Stockholm · SE2024Cloudberry × VinnovaInnovation PartnerAccessible streets (PACES)
Turku · FI2025University of TurkuInnovation PartnerUrban biodiversity
Berlin · DE2023–25CityLAB BerlinCapacity BuilderKiezlabor
Athens · GR2024CIVINETCapacity BuilderMobility forum
Milan · IT2024University of MilanSubscriberStudent co-design
Manila · PH2024GIZCapacity BuilderFeminist cities
Singapore · SG2023Urban Redevelopment AuthorityInnovation PartnerCo-design methods
Batumi · GE2023UNDPInnovation PartnerClimate co-design
Helsinki
UNDP
Urbanist DubAI × Dubai Municipality
City of Vienna
Comune di Bologna
City of Zürich
Tallinn
Esri
Sweco
Aarhus University
University of Twente
Tampere University
Vinnova
CityLAB Berlin
ICLEI
GIZ
Urban Innovation Vienna
Architects' Council of Europe
Estonian Museum of Natural History
City of Munich
City of Lahti
City of Vantaa
Kaarina
Jyväskylä
Nusantara

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