"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.
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.
Organisations
- University of Warwick (Lead Research Organisation)
- University of Amsterdam (Collaboration)
- Scottish AI Alliance (Project Partner)
- Greater Cambridge Partnership (Project Partner)
- London Office of Technology & Innovation (Project Partner)
- Nokia Bell Labs (Project Partner)
- Traveltech for Scotland (Project Partner)
- NESTA (Project Partner)
- Transport for West Midlands (Project Partner)
Publications
Ganesh, Maya Indira
(2025)
AI in the Street: A participatory 're-specification' of public engagements with AI
Marres N
(2025)
Commentary on Minna Ruckenstein's 'breathing spaces'
in Dialogues on Digital Society
| 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/ |
