The paper proposes an advanced control algorithm with predictive models based on associative search algorithm. At each time step, the algorithm builds an approximating hypersurface of the input vector space and the corresponding outputs. The advantages of the method named Associative Model Predictive Control (AMPC) are discussed. A criterion for selecting AMPC forecast horizon is introduced.