The study of a genesis is determined by the needs when designing the processes of high-tech development. This is performed taking the knowledge-intensive factors of a large knowledge economy into account under conditions of environmental uncertainty. An increase in the number of publications on the regulation of imbalances in the goals of innovation and efficiency that objectively arise in the processes of such development has been revealed. Therefore, the purpose of this study is to analyze models and socioeconomic approaches for the integration of mechanisms for foreseeing and controlling the development goals of enterprises in the processes of their genesis. This led to the improvement of the theory and the development of new methodologies, models, and methods for improving the quality of the management of the innovative development of enterprises according to sustainability criteria. Therefore, an analysis of textual sources was carried out, as it is crucial to understand various text-processing approaches to optimize the forecasting of long-term goals. An attempt was made to apply methods for assessing the quality of proposals available in the literature by a number of authors to summarize and discuss the current text-based socioeconomic advances in the aspect of forming a unified mechanism for improving the quality of governance. The properties of the monitoring of the factors of the knowledge economy and the strategic planning of development goals were analyzed. The quality of proposals was assessed in a procedure, and a discussion of the strengths and weaknesses of scientific approaches was conducted. This made it possible to determine the correspondence of approaches to the development of theories and new methodologies for the integration–balancing management of the integration and combination of resources by using a foresight-controlling mechanism. Moreover, this study also determines the prospects of the analyzed areas of socioeconomic research and project development.