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"AI in the Street: Scoping Everyday Observatories for Public Engagement with Connected and Automated Urban Environments"

Lead Research Organisation: University of Warwick
Department Name: Centre for Interdisc. Methodologies

Abstract

Over the last decade, the street has emerged as one of the primary sites where everyday publics encounter AI. Industry and public sector organisations have deployed a variety of AI-based technologies in UK streets, from autonomous vehicles (AVs) to navigation apps, data-driven modelling in smart city projects and facial recognition technologies (FRT). These deployments have been accompanied by significant policy initiatives defining societal benefits of AI-driven innovation (safety, levelling up, sustainability, inclusion) as well as institutional engagements with affected communities through policy exhibitions, user-centred workshops and citizen cafés. However, from the perspective of the street, AI innovation often manifests as a messy social reality, provoking frictions that exceed existing frameworks for responsible innovation: in Cambridge, firefighters battling a fire had to move a delivery robot that was in their way, while in Australia suburbs were left without electricity after a food delivery drone made an emergency landing on top of a set of powerlines. There remain, then, significant divergences between the general frameworks for responsible AI and the particular lived realities of AI in the street. To build capacity among everyday publics and AI innovation consortia to engage across such divides, this 6-month project will develop a situated, creative approach to public engagement with AI: street-level observatories of everyday AI.

To bridge divides between lay and expert understandings of AI innovation, we will evaluate and prototype a set of street-level observatories for everyday AI. The aim of these observatories is to explore how everyday publics perceive and engage with AI at a primary site - city streets - where specific transformations, benefits, harms and (ir)responsibilities of AI in society can be made visible and thus legible for both publics and stakeholders. To realise this, we will collaborate with local partners and the arts to trial creative interventions that invite people on the street to observe the effects of AI in the lived environment. Our scoping project will 1) build partnerships across the humanities, arts and social sciences and with organisations and groups committed to situated forms of public engagement with AI-based science and innovation in connected and automated cities. In partnership with local government, we will 2) trial street-level AI observatories in 4 diverse UK cities—Cambridge, Coventry, London and Edinburgh—and one international location, Logan (Australia). The observatories will combine digital, place-based and/or embodied approaches, such as data walks and sensor media (apps) and will be designed to support shared learning across the project teams and partners.

Trialling AI observatories in city streets will enable us to undertake 3) a joint process of evaluating and prototyping an everyday AI observatory. This will make visible the entanglement of everyday social life with AI, showing people and technologies in complex real-world settings where sectoral, disciplinary and specialist interests intersect. This will be a space of interest to partners in local and national government, public policy innovation, and AI scientists and industry representatives, and create opportunities for developing shared understandings of societal responses and priorities between industry, policymakers, researchers and everyday publics.

Publications

10 25 50
 
Title AI in the street: drone observatory 
Description The film Drone Observatory presents a field report of drone delivery trials that took place in Logan (Austrialia) from 2023 onwards. The film consists of interviews with affected businesses and residents as well as documentary footage donated to the project by participants. 
Type Of Art Film/Video/Animation 
Year Produced 2024 
Impact The documentary film AI in the street: drone observatory was created by AI in the street co-lead Thao Phan with Jeni Lee. The film has been selected for two screenings: Spotlight on Academics Film Festivals, Ontario March 9 - 16, 2025 and Ethnografilm, Paris April 17 - 20, 2025 
URL https://www.careful.industries/ai-in-the-street/logan-observatory
 
Title The AI in the Street London Observatory 
Description For the AI in the Street project, artist researcher Yasmine Boudiaf and sound composer Mukul Patel together the film maker and artist Manu Luksch (Dreams Rewired, narrated by Tilda Swinton) created the short video composed of LIDAR visualisation and spoken annotations created as part of the AI in the street diagramming workshops that they hosted at Science Gallery London and the Hermitage Community Moorings in the Summer of 2024. 
Type Of Art Film/Video/Animation 
Year Produced 2024 
Impact The work combined diagramming methods developed in the visual arts by Boudiaf and colleagues with issue mapping methods for digital social research developed my MArres and colleagues and creates a basis for further interdisciplinary research combining social and creative methodology to deliver engaging interpretative research. 
URL https://vimeo.com/1017466643
 
Description The "AI in the street" project created new partnerships between academic researchers and agencies in tech & society and the arts (Careful Industries, Ambient Information systems, Talking Birds) to realise community engagement with AI innovation. These collaborative research partnerships enabled the project to design and implement a set of diverse, place-based interventions for participatory exploration of AI in urban settings. Taking the form of data walks, street-based interactive installations and mapping workshops, community-based engagement with AI innovation was delivered in 4 cities: Cambridge, London, Coventry, Edinburgh and Logan (Australia). Based on this participatory research, the project synthesised findings and insights into public perceptions and situated experiences of urban AI, which we presented in an accessible format on the designed, public-facing project website hosted by Careful Industries. This provided the basis for knowledge exchange between AI & Society researchers and local, regional and national government stakeholders across the UK through workshops, panels and publications, including: a community-policy exchange event in Coventry, a public debate in the Science Gallery London and a policy stakeholder workshop at NESTA (London), alongside many informal exchanges with government and industry stakeholders. In addition to the project web site, the project team communicated its social and creative research insights to wider publics via visual media (documentary film) and non-academic publications, such as an article in the Conversation. Various research publications are in the pipeline.
Exploitation Route The AI in the street research has been documented in websites, blogposts and online films, which are providing the basis for further community-based explorations of local impacts of AI in society.
Sectors Communities and Social Services/Policy

Digital/Communication/Information Technologies (including Software)

Government

Democracy and Justice

URL https://www.careful.industries/ai-in-the-street/overview
 
Description The AI in the street project has contributed to strengthening the interface between communities, academic research and local government through its participatory research activities in the street and knowledge exchange with government stakeholders. It has created recognition for the contribution that social research can make to public understanding and public engagement with the community impact of AI. The project is also inspiring further research partnerships including between qualitative researchers, design researchers and computer scientists.
First Year Of Impact 2024
Sector Communities and Social Services/Policy,Digital/Communication/Information Technologies (including Software),Government, Democracy and Justice
Impact Types Cultural

Policy & public services

 
Description Article on community views on AI in the street for The Conversation
Geographic Reach National 
Policy Influence Type Contribution to new or improved professional practice
URL https://theconversation.com/five-ways-you-might-already-encounter-ai-in-cities-and-not-realise-it-24...
 
Description From Hype to Hope: How Networked Neighbourhoods can make innovation work for everyone" (January 2025)
Geographic Reach National 
Policy Influence Type Influenced training of practitioners or researchers
URL https://www.careful.industries/inclusive-innovation
 
Description NCRM Annual Lecture on AI and Society
Geographic Reach Multiple continents/international 
Policy Influence Type Influenced training of practitioners or researchers
URL https://www.ncrm.ac.uk/training/lecture24/index.php
 
Description Presentation to Scottish Govt's Social Research Group
Geographic Reach Local/Municipal/Regional 
Policy Influence Type Influenced training of practitioners or researchers
 
Description Project Presentation at Centre for Automated Decision-Making Annual Symposium (Melbourne)
Geographic Reach Multiple continents/international 
Policy Influence Type Influenced training of practitioners or researchers
Impact Local impacts of Delivery drone trials in Logan are demonstated in our research, showcasing how local bussiness contributed to the trial and were subsequently sidelined as well as demonstrating the significant commitment of local citizens to contributing to tech trialling in their community.
URL https://www.admscentre.org.au/the-adms-annual-symposium-shares-insights-on-the-future-of-ai-%20and-a...
 
Description Round Table on AI in the street at the Minderoo Cente for Democracy and Technology
Geographic Reach Multiple continents/international 
Policy Influence Type Influenced training of practitioners or researchers
URL https://www.mctd.ac.uk/technology-and-democracy-conference-2024/
 
Description International Symposium on AI & Society
Amount £4,000 (GBP)
Organisation University of Warwick 
Sector Academic/University
Country United Kingdom
Start 03/2025 
End 06/2025
 
Description Media of Cooperation SFB
Amount £119,431 (GBP)
Funding ID DFG Collaborative Research Center 1187 
Organisation University of Siegen 
Sector Academic/University
Country Germany
Start 09/2024 
End 02/2027
 
Title Situational Analytics Tutorial 
Description I am currently preparing an online tutorial on Situational Analytics for the National Center for Research Methods. The tutorial will be supported by visual designs with funding provided by the NCRM. It should become available later in 2025 
Type Of Material Improvements to research infrastructure 
Year Produced 2025 
Provided To Others? No  
Impact This online tutorial will make Situational Analytics, the inventive method for digital social research that I have implemented in the Shaping AI and AI in the street research projects available to a wider, international audience of students and non-academic researchers 
URL https://www.ncrm.ac.uk/resources/online/
 
Description Institute for Advanced Study University of Amsterdam 
Organisation University of Amsterdam
Country Netherlands 
Sector Academic/University 
PI Contribution In 2024 I was appointed as External Faculty of the Institute for Advanced Study at the University of Amsterdam. In this capacity, I organised a symposium "where are AI's publics?" with Dr Alex Taylor (University of Edinburgh) which was attended by key scholars in AI & Society including Dana Boyd (Microsoft Research), Anne Beaulieu (Universiteit Groningen), Claudia Aradau (KCL), Steve Jackson (Cornell University), Nassim Parvin (University of Washington), Peter-Paul Verbeek (Rector Magnificus of the University of Amsterdam), Milagros Miceli (Weizenbaum Institute, Berlin) Huub Dijstelbloem (Director of the UvA Institute for Advanced Study), Lilly Irani (UC San Diego) and many others
Collaborator Contribution The University of Amsterdam IAS financed the event
Impact As External Faculty of IAS, I organised a symposium "where are AI's publics?" with Dr Alex Taylor (University of Edinburgh) which was attended by key scholars in AI & Society including Dana Boyd (Microsoft Research), Anne Beaulieu (Universiteit Groningen), Claudia Aradau (KCL), Steve Jackson (Cornell University), Nassim Parvin (University of Washington), Peter-Paul Verbeek (Rector Magnificus of the University of Amsterdam), Milagros Miceli (Weizenbaum Institute, Berlin) Huub Dijstelbloem (Director of the UvA Institute for Advanced Study), Lilly Irani (UC San Diego) and many others
Start Year 2024
 
Description AI in the street Substack 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact We created the AI in the street substack in the Spring of 2024. It currently contains six entries, which document the public activities and contributions by project team members and participants
Year(s) Of Engagement Activity 2024
URL https://aiinthestreet.substack.com
 
Description AI in the street: Future of Urban AI 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact On 16 October 2024, Dr Alex Taylor presented the AI in the street research and findings to the Cornell University Future of Urban AI Webinar.
Year(s) Of Engagement Activity 2024
URL https://www.youtube.com/watch?v=en0FM5TBSaY
 
Description CripTech Creativity: Rethinking Access through Art and Technology 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact On March 21, 2025, the University of Cambridge team of the AI in the street project presented our research to the Kunsthistorisches Institut in Florence, Max Planck Institut.
Year(s) Of Engagement Activity 2025
URL https://www.khi.fi.it/en/aktuelles/veranstaltungen/2025/03/criptech-creativity.php
 
Description Doors Open days Scotland: Black Box installation for public engagement 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Public/other audiences
Results and Impact The AI in the street team at the University of Edinburgh gave a public presentation of the public installation created specifically for AI in the street at Doors Open days Scotland on 29 September 2024 as part of the Doors Open Days Scotland
Year(s) Of Engagement Activity 2024
URL https://www.doorsopendays.org.uk/
 
Description Interview on BBC regional radio 
Form Of Engagement Activity A press release, press conference or response to a media enquiry/interview
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Public/other audiences
Results and Impact On 14 January, Noortje Marres was interviewed by BBC Radio for Coventry and Warwickshire about the AI opportunities action plan published in the last 5-minutes by the Government We also discussed the work the University of Warwick does with AI, and the practical uses of AI we currently see in every day life."
Year(s) Of Engagement Activity 2025
URL https://www.bbc.co.uk/sounds/play/live/bbc_radio_coventry_warwickshire
 
Description Key note at the Berlin Institute for Cultural Inqury 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Third sector organisations
Results and Impact On 25 October, 2024, Noortje Marres gave a public lecure in Berlin on The Non-Human Standpoint at ICI Berlin. The lecture drew on her work with amazing humans in the AI in the street project to think through how assuming the standpoint of a non-human can become an operation of critique after AI and its perverse validation of the equation of intelligence with withdrawal from the world. The lecture attracted an audience of around 80 in person attendants and was also streamed online. The lecture was part of the Planetary Design: Reclaiming Futures conference.
Year(s) Of Engagement Activity 2024
URL https://www.ici-berlin.org/events/noortje-marres/
 
Description Lecture: Observing AI in the Street 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact On 13 November 2024, prof Mercedes Bunz gave the lecture "Observing AI in the Street" hosted by the Center for Advanced Internet Studies (CAIS) and Institute for the Study of the Digital, at the University of Bochum (Germany)
Year(s) Of Engagement Activity 2024
 
Description Where are AI's publics? 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Public/other audiences
Results and Impact In 5 June 2025, the AI in the street project hosted a sold out public event called "Where are AI's publics?" The interactive event had around 70 in person participants from a wide variety of backgrounds and hosted vibrant discussions. It took place in the event venue InSpace at the University of Edinburgh
Year(s) Of Engagement Activity 2024
URL https://efi.ed.ac.uk/event/where-are-ais-publics/
 
Description Workshop on AI and ecology in the Design Faculty Santiago de Chile 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact On 25-29 November 2024, AI in the street researchers profs Noortje Marres and Mercedes Bunz gave key note talks and participated in the Tentacular Workshop on AI and ecology at the Faculty of Design, University of Santiago de Chile. The international workshop featured researchers, desigjners and artists from Chile, Spain and other Latin American countries, and was part of the FAIR AI & Society Research Initiative Funded by the National Research Council of Chile.
Year(s) Of Engagement Activity 2024
URL https://www.nucleofair.org/noticias/tentacular/