Worldwide the search for new raw materials that are suitable for the production of energy pellets is increasing. Each new raw material undergoes evaluation through various analytical processes and quality assessments before being considered for use as energy pellet. In recent times, the raw materials such as agricultural, forestry, and food waste, as well as the surpluses originating from the agri-food production have become very popular for the production of energy pellets. In this study, we evaluated the feasibility of using lignocellulosic raw materials such as chamomile waste, birch sawdust, pea waste, and soybean waste for the production of pellets. In this study, we focused on the production of thermal energy from pellets by assessing the pellets in accordance with the required standards. The results have shown that lignocellulosic raw materials can be used to produce good quality energy pellets. The proportion of individual raw materials determines the individual strength characteristics of pellets and the suitability of pellets to produce thermal energy.