Abstract: Techniques and arrangements for industry vertical classification of merchants using merchant signals, based, in part, on comparing the merchant signals with collected business class profiles. The merchant signals can include reported data, collected data, and third-party data associated with the merchant. The techniques can include identifying one or more business class profiles using the data associated with the merchant and classifying and/or reclassifying the merchant within a business class using the one or more identified business class profiles.

Abstract: Methods, systems, computer program products, and apparatus relating to an item inventory and item replacement are provided. In one embodiment a method for automatic processing of an insurance claim is provided. The method comprises (a) receiving one or more item indicators, each item indicator associated with an item in an insurance claim for an insured party; (b) for a particular item indicator of the one or more item indicators, automatically identifying an item listing associated with the particular item indicator from an item inventory, the item listing identified based at least in part on the particular item indicator; and (c) indicating the item listing as a replacement item for the particular item. Indicating the item listing as a replacement item for the particular item comprises adding the item listing to an electronic shopping cart.