The workshop is co-organised by large-scale Chips JU EdgeAI, ANDANTE, REBECCA, CLEVER, NEUROKIT2E and Horizon Europe dAIEDGE projects to exchange ideas for providing a set of reference comprehensive benchmarking solutions by bringing together a diverse community of experts, researchers, and industry leaders to collectively tackle the intricacies of benchmarking in edge AI.