This letter provides a critical analysis of the recent study by Wang et al. (Adv. Mater. 2025, agt2.70101) on the use of tungsten oxide (WOx) nanosheets for acute kidney injury (AKI) therapy. While acknowledging the novelty of the approach, we identify several key limitations that challenge the authors’ conclusions. Specifically, we argue that the evidence for geometry-enhanced renal targeting is inconclusive, potentially conflating specific targeting with non-specific accumulation in inflamed tissues. The proposed antioxidant mechanism, though supported by in vitro data, lacks depth in vivo and fails to elucidate the underlying molecular pathways. Most critically, the long-term biocompatibility and potential toxicity of tungsten-based nanomaterials remain largely unaddressed, a significant hurdle for clinical translation. Furthermore, the reliance on a single, acute AKI model limits the generalizability of the findings. We urge for more rigorous validation, including comprehensive pharmacokinetic studies, systems-level mechanistic inquiry, detailed long-term toxicological assessments, and evaluation in diverse disease models. Addressing these concerns is paramount to accurately assessing the therapeutic potential and translational viability of WOx nanosheets.