Start‑ups and artificial intelligence: From application to value, and the five problems that shape effective implementation
Adam P. Balcerzak, Stanislav Škapa, Marek Zinecker
原始摘要（英文原文）· Original abstract
2025).The most durable pa ern across the research we reviewed is that ventures succeed where AI applications intersect dense data, frequent customer touchpoints, and tractable integration paths (Kumar et al., 2025;Wang & Zhang, 2025).Even though the key elements indicated are present in the case of all AI implementations in mature organizations (Lazaroiu et