Testing AI
in Smart Cities and
Communities

Services

  • Everything
  • Virtual Facility Access
  • Physical Facility Access
  • Compliance and Ethics Assistance
  • Scope Definition / Opportunity Assessment
  • Community & Engagement Services
  • Algorithm Creation & Validation Services
  • Everywhere
  • Belgium
  • Denmark
  • Netherlands
  • France
  • Spain
  • Poland
  • Italy
  • Sweden
  • Finland
  • Luxembourg

Virtual Facility Access

Virtual facility services provide easy access to computing resources, supporting remote experiments and real-time data analysis. Data models enhance interoperability, offering domain-specific datasets.

Physical facility services enable AI innovators to test in city infrastructure, receiving support for procedure guidance, street closure, and installation.

This accelerates solution validation, advancing Technology Readiness Levels. Citizen engagement involves creating specific scenarios, and physical infrastructure, combined with a regulatory sandbox, ensures legal compliance for testing zones. This comprehensive approach closes gaps between AI innovators and cities, reducing deployment time and fostering collaboration, advancing innovation and creating value across domains.

Virtual Facility Access
Belgium
2
Virtual Facility Access
Denmark
4
Virtual Facility Access
Denmark
20
Virtual Facility Access
Netherlands
7
Virtual Facility Access
Netherlands
8
Virtual Facility Access
France
9
Virtual Facility Access
Denmark
13
Virtual Facility Access
Italy
13
Virtual Facility Access
Spain
12
Virtual Facility Access
Finland
26

Physical Facility Access

Physical services enable AI innovators to test in city infrastructure with guidance, street closure, and installation support, reducing deployment time and advancing Technology Readiness Levels (TRL).

A select group of nodes facilitates faster collaboration by streamlining the interaction between AI innovators and cities.

Access to real infrastructure enhances TRL by validating solutions against real-life scenarios. Citizen engagement involves ecosystem participation for tailored testing and validation.

Physical infrastructure, combined with a regulatory sandbox, ensures a legally compliant testing zone, addressing regulations and adaptations. This comprehensive approach accelerates innovation, reduces deployment time, and fosters collaboration, benefiting both AI innovators and cities.

Physical Facility Access
Denmark
23
Physical Facility Access
France
15
Physical Facility Access
Denmark
12
Physical Facility Access
Finland
37
Physical Facility Access
Finland
9
Physical Facility Access
Poland
Fg1b

Compliance and Ethics Assistance

Assistance ensuring adherence to laws, regulations, and ethical standards. Compliance assistance involves audits, program development, and training to mitigate risks, with experts adapting practices to regulatory changes. Ethics assistance promotes ethical behaviour, guiding data use and developing codes of conduct.

These efforts play a key role in proactive risk management, preventing legal and ethical risks, regulatory violations, and financial losses. These services are crucial for understanding and complying with evolving EU landscape requirements. In virtual facility services, security and compliance prioritize data protection through robust measures like encryption, access controls, and authentication.

Overall, TEF supports responsible operations, mitigating risks, and upholding integrity.

Compliance and Ethics Assistance
Belgium
19
Compliance and Ethics Assistance
Denmark
32 Large
Compliance and Ethics Assistance
Netherlands
5
Compliance and Ethics Assistance
France
25
Compliance and Ethics Assistance
Sweden
RISE TRYCK adobe RGB 5000px 300dpi

Scope Definition / Opportunity Assessment

Services that help identify opportunities, define innovation scope, and align stakeholders, while also mitigating risks by evaluating financial viability, technical feasibility, and cities’ needs.

Namely: understanding target audiences, assessing organizational viability, and evaluating technical feasibility. Various activities are conducted based on idea maturity and customer requirements, including exploring, co-creating, and validating solutions to prepare for experiments.

These services - focussing on customer needs and maturity, range from (i) idea exploration, understanding problems, assessing resources (ii) co-creation to characterise solutions and (iii) preparatory activities to select the best technical approach, including data, infrastructure, and expertise needs.

Scope Definition / Opportunity Assessment
Denmark
25
Scope Definition / Opportunity Assessment
Denmark
21
Scope Definition / Opportunity Assessment
Denmark
22
Scope Definition / Opportunity Assessment
Italy
17
Scope Definition / Opportunity Assessment
Italy
23
Scope Definition / Opportunity Assessment
Denmark
8
Scope Definition / Opportunity Assessment
Luxembourg
24

Community & Engagement Services

Community & Engagement Services
Denmark
9
Community & Engagement Services
Spain
33
Community & Engagement Services
Denmark
9

Algorithm Creation & Validation Services

Algorithm creation and validation services, in collaboration with AI innovators. The co-created algorithms can validate others in a feedback loop, involving data collection, storage, preprocessing, machine learning frameworks, model training, evaluation, hyperparameter tuning, deployment, scalability, and monitoring.

The process prioritizes security, privacy, and continuous improvement through a feedback loop, ensuring effective and efficient AI algorithm development aligned with specific project requirements and preferences.

The comprehensive approach addresses data quality, infrastructure, and performance metrics, promoting seamless integration, encryption, and access control, enhancing the deployment and performance of AI algorithms.

Algorithm Creation & Validation Services
France
25
Algorithm Creation & Validation Services
Italy
6
Algorithm Creation & Validation Services
Sweden
Adobe Stock 480884814 1
Algorithm Creation & Validation Services
Spain
28
Algorithm Creation & Validation Services
Luxembourg
26
Algorithm Creation & Validation Services
Luxembourg
27