Abstract: System and methods for classifying free-form occupation inputs into prescribed occupation inputs are provided. In one embodiment, a machine receives an occupation; generates a meaning vector; compares the meaning vector against meaning vectors associated with a prescribed set of occupations; determines meaning scores for the prescribed set of occupations based upon an affinity between vector and the vectors associated with the prescribed set of occupations; selects a subset of the prescribed set of occupations based upon the meaning scores for the prescribed set of occupations; presents a selectable list of the subset of prescribed occupations; receives an indication of a selection a particular prescribed occupation for the selectable list; and provides the particular prescribed occupation to a downstream-processing system that is configured to only handle occupations in prescribed set of occupations.

Abstract: A system includes one or more processors configured to receive income-related data, receive an input comprising an image that corresponds to a desired acquisition, access at least one database to identify a cost of the desired acquisition, generate a first purchase plan for the desired acquisition based on the income-related data and the cost, graphically augment the image to generate a graphically-augmented version of the image comprising at least a portion of the image and the purchase plan, and display the graphically-augmented version of the image on a device.

Abstract: System and methods for classifying free-form occupation inputs into prescribed occupation inputs are provided. In one embodiment, a machine receives an occupation; generates a meaning vector; compares the meaning vector against meaning vectors associated with a prescribed set of occupations; determines meaning scores for the prescribed set of occupations based upon an affinity between vector and the vectors associated with the prescribed set of occupations; selects a subset of the prescribed set of occupations based upon the meaning scores for the prescribed set of occupations; presents a selectable list of the subset of prescribed occupations; receives an indication of a selection a particular prescribed occupation for the selectable list; and provides the particular prescribed occupation to a downstream-processing system that is configured to only handle occupations in prescribed set of occupations.

Abstract: A vendor system may enable a verification agent to verify a behavior of an interface before the interface may be provided to a customer. The vendor system may enable the verification agent to generate verification information. The verification information may be converted into a package of verification information that may be used to activate the interface. Results may be produced based on based on the behavior of the interface with the package of verification information. Additionally, each portion of the interface that may not produce an expected result may be displayed to the verification agent.