D3.7 - Finalized set of ELSA lab services & report on their performance

<p>This deliverable D3.7 presents the finalised catalogue of ELSA (Ethical, Legal, and Social Aspects)&nbsp;services developed within the AgrifoodTEF project and evaluates their operational performance&nbsp;during the validation phase. The scope of the document encompasses a detailed description of ten&nbsp;specific services provided by European partners, ranging from hazard analysis to ethical scanning&nbsp;and legal guidance, all designed to support the agri-food sector in responsible artificial intelligence&nbsp;(AI) development and navigating complex regulatory environments. Beyond merely listing these&nbsp;services, the report synthesises empirical data collected through customer feedback, national&nbsp;stakeholder workshops, internal cross-service reflections, and developer self-assessments to&nbsp;determine their actual utility and performance. By merging these external market signals with&nbsp;internal operational insights, the report aims to validate the transition of the ELSA infrastructure&nbsp;from a theoretical pilot phase into a robust, industrial-grade ecosystem capable of de-risking&nbsp;agricultural AI.</p>
<p>The primary objective of this deliverable is to assess the performance of the TEF ELSA services in&nbsp;transitioning the ELSA infrastructure from a theoretical framework into a validated operational&nbsp;reality that supports the market introduction of trustworthy AI and robotics in Europe. By analysing&nbsp;the performance data, this report aims to demonstrate how these ELSA services effectively bridge&nbsp;the gap between laboratory prototypes and market deployment for customers, ensuring that&nbsp;technological innovations are ethically sound, legally compliant, and socially acceptable.&nbsp;Furthermore, the document identifies structural challenges and strategic pathways for the future&nbsp;of these ELSA services, aiming to establish a sustainable, long-term service ecosystem that assists&nbsp;stakeholders in the farm-to-fork chain.</p>
<p>The following findings, representing preliminary evidence, are more related to relatively more&nbsp;robust and mature ELSA services, and therefore, they may not be interpreted as statistically&nbsp;generalisable performance metrics for the entire portfolio. Still, new ELSA services can benefit from&nbsp;the results to improve their potential performance.</p>

Authors
Atik, Can
Andersson, Kristina
García, Roberto
Sieczkarek, Krzysztof
REGNIER, Rémi
Sanchez, Adriana
DOI
10.5281/zenodo.21166732
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10
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15
Zenodo Type Content
Publication Date