Environmental issues in the furniture industry are of great importance due to the use of natural materials, such as wood and chemical substances like adhesives and paints. These issues encompass environmental conservation and managing the pollution and waste that is generated. This study adopted an integrated AHP-LCA decision model which helped identify several key factors as higher priorities. These factors include the bio-economic aspects, the production process, wood quality, stable supply of raw materials, technical considerations, and the recycling process. A pairwise comparison of 24 sub-criteria revealed that the quality of wood as a raw material, wood supply management and connections, the punching process, user education and trained workforce, and process design are critical criteria. Prioritizing these factors not only helps in the removal of pollutants, but also enhances the Life Cycle Assessment (LCA) framework in the furniture industry. The Life Cycle Assessment (LCA) results using Sima-Pro software indicated that scenario 1, which involves designing recyclable furniture, has a significant impact on water toxicity and CO2 emissions. Additionally, replacing birchwood as an imported raw material (scenario 2) can help mitigate ionizing radiation effects. Finally, using recycled wood in the furniture manufacturing processes (scenario 3) significantly affects land use and emissions.