Energy price forecast for U.S. diesel suggests an increase to $3.80/gallon as refinery capacity remains constrained. Freight and logistics companies are adjusting forward contracts to mitigate fuel cost risks. In terms of the entire fiscal year, the Zacks Consensus Estimates predict earnings of $6.32 per share and a revenue of $31.76 billion, indicating changes of +7.12% and +4.62%, respectively, from the former year. This paper presents a decision-making model that evaluates the forecasting model by using the PF CRITIC-MAIRCA in the context of an eco-economic energy market. In comparison to prior studies that have applied fuzzy CRITIC-MAIRCA approaches in static environments, our framework evaluates RL-based forecasting models, which are considered as an alternative in decision-making problems. It assesses their adaptability and effectiveness in a dynamic eco-economic environment within a structured PF MCDM framework. Moreover, the PFS allows for a more detailed expression of expert hesitation and ambiguity, while CRITIC provides an objective and data-driven weighting of volatile economic and environmental indicators. The integration enables a transparent, flexible, and highly accurate decision-support framework to engage the complexity of energy policy and sustainability planning. It addresses a notable methodological gap and creates new prospects for sensible, policy-driven decisions in uncertain situations. Energy price forecast updates show natural gas is likely to remain volatile, with July contracts hovering near $2.80/MMBtu amid summer cooling demand and reduced domestic production. Market sentiment hinges on NOAA weather patterns and LNG export flows.