Abstract: Disclosed is a system and associated methods for generating interactive interfaces that provide targeted visualizations for different amounts of alignment between a target product, service, or company and varying market dynamics in different regions that affect the favorability or acceptance of the target in the different regions. The system receives a request that is directed to the target and a set of regions. The system selects relevant market conditions based on a sector or industry associated with the target, aggregates data directed to each relevant market condition and each region of the set of regions, and determines an alignment amount between the target and different data that is associated with the relevant market conditions in different regions. The system presents an interactive interface that includes a choropleth map spanning the set of regions with each region color-coded according to the determined alignment amount.

Abstract: Disclosed is a system and associated methods for generating an autonomous bot that replicates speech characteristics, visual expressions, and actions of a professional in order to further relationships established by the professional in meetings that the professional is unavailable for. The system monitors meetings involving the professional at different stages of a workflow, and classifies the workflow stage associated with each meeting. The system models content, speech characteristics, and visual expressions expressed by the professional at each workflow stage based on commonality that is detected in a different set of meetings classified to a corresponding workflow stage. The modeling is used to generate an autonomous bot as a surrogate for the professional in a meeting that the professional is unavailable for.