The agricultural sector plays a crucial role in sustaining population growth and ensuring our well-being. However, as this sector faces numerous challenges due to environmental conditions and the increasing population, it is essential to identify natural alternatives that promote sustainable farming practices and protect the environment. Seaweed-based extracts have gained popularity in agriculture because of their numerous benefits for plant growth and health. This study focuses on Fucus vesiculosus Linnaeus, a prevalent brown seaweed species found along the Brittany coast. The research involved comparing Enzyme-Assisted Extraction (EAE) with conventional aqueous extraction methods for the purpose of determining the effectiveness of EAE in producing enriched extracts that could have an interesting agricultural application. The results indicates that enzymatic extraction of Fucus vesiculosus significantly increased the content of neutral sugars by 34% and reducing sugars by 21% in the extracts, compared to conventional aqueous extraction (WE). Regarding Plant Growth Regulators, the levels of Isopentenyladenosine (iPR) and Cis zeatin (cZ) were enhanced by 6 times and 28 times, respectively, when using EAE instead of WE. Additionally, the total phenolic content was notably higher in EAE extracts, showing a twofold increase over WE extracts. Furthermore, the various extracts demonstrated superior antioxidant activity compared to raw Fucus vesiculosus powder. Thus, this study confirms that EAE is an effective method for enriching Fucus vesiculosus extracts with various compounds that can play a vital role in agriculture.