B2B API that replaces generic hotel sorting with intent-based rankings for corporate travel platforms, travel publishers, and AI agents by analyzing neighborhood environment, semantic context, sentiment signals, and market deltas. Provides explainable, high-performance geospatial scoring with sub-250ms responses and fast integration to match hotels to specific trip intents.