Enterprise Forecasting Survey. 2025Enterprise knowledge systems, legal profile models, and review-forecasting tools all depend on evidence that is relevant, scoped, chronological, and auditable. Dense retrieval and large document encoders improve semantic recall, but governance-sensitive workflows also require entity boundaries, access controls, temporal validity, citation provenance, and calibrated uncertainty. This paper surveys enterprise knowledge, legal profiles, and review forecasting as