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Informational frictions between borrowers and lenders are particularly acute for innovative firms undertaking high‐risk projects. As a consequence, banks may end up denying credit to them. However, the literature on relationship finance predicts that a closer relationship between credit suppliers and obligors is deemed to alleviate information asymmetries, hence preventing credit rationing from occurring. The question of whether such situations also apply to innovative firms has so far remained relatively unexplored. Using a cross‐section of Italian manufacturing firms, I find that credit constraints appear to be more severe for firms undertaking innovative activities, although such effects are weaker when measures of R&D intensity are included. The empirical analysis also shows that firms located in an industrial district have easier access to external finance. If I move to consider firms engaged in substantial R&D …