A method implements a punch item builder interface. The method includes receiving a punch image from a builder interface. The punch image depicts a worksite corresponding to a task of a checklist item presented in a checklist view. The method further includes updating the checklist item with a punch thumbnail corresponding to the punch image. The method further includes presenting the checklist view with a notification and with the checklist item updated to include a punch review thumbnail of a punch review image from a trade interface. The method further includes presenting the punch review image from the trade interface responsive to the punch review thumbnail. The method further includes updating the checklist item with a punch review thumbnail corresponding to the punch review image.

A method implements a punch item builder interface. The method includes receiving a punch image from a builder interface. The punch image depicts a worksite corresponding to a task of a checklist item presented in a checklist view. The method further includes updating the checklist item with a punch thumbnail corresponding to the punch image. The method further includes presenting the checklist view with a notification and with the checklist item updated to include a punch review thumbnail of a punch review image from a trade interface. The method further includes presenting the punch review image from the trade interface responsive to the punch review thumbnail. The method further includes updating the checklist item with a punch review thumbnail corresponding to the punch review image.

A method implements a punch item trade interface. The method includes receiving a review image from a trade interface. The review image depicts a worksite corresponding to a task of a checklist item presented in a checklist view. The method further includes updating the checklist item with a review thumbnail corresponding to the review image. The method further includes presenting the checklist view with a notification and with the checklist item updated to include a punch thumbnail of a punch image from a builder interface. The method further includes receiving a punch review image from the trade interface. The method further includes updating the checklist item with a punch review thumbnail corresponding to the punch review image.

A method implements a punch item trade interface. The method includes receiving a review image from a trade interface. The review image depicts a worksite corresponding to a task of a checklist item presented in a checklist view. The method further includes updating the checklist item with a review thumbnail corresponding to the review image. The method further includes presenting the checklist view with a notification and with the checklist item updated to include a punch thumbnail of a punch image from a builder interface. The method further includes receiving a punch review image from the trade interface. The method further includes updating the checklist item with a punch review thumbnail corresponding to the punch review image.

A system may receive video of a damaged vehicle, perform image analysis of the video to determine one or more frames of the video that include a damaged portion of the vehicle, further analyze the one or more frames of the video that include a damaged portion of the vehicle to determine a damaged cluster of parts of the vehicle, determine whether the damaged cluster of parts should be repaired or replaced, map the damaged cluster of parts to one or more parts in a vehicle-specific database of parts, and generate, based on the mapping, a list of parts for repair or replacement.

A system may receive video of a damaged vehicle, perform image analysis of the video to determine one or more frames of the video that include a damaged portion of the vehicle, further analyze the one or more frames of the video that include a damaged portion of the vehicle to determine a damaged cluster of parts of the vehicle, determine whether the damaged cluster of parts should be repaired or replaced, map the damaged cluster of parts to one or more parts in a vehicle-specific database of parts, and generate, based on the mapping, a list of parts for repair or replacement.

Item codes for items are mapped to multidimensional space as item vectors based on transaction contexts. Similarities between item codes are based on distances between the item codes within the multidimensional space. Substitute items for out-of-stock items are automatically identified based on the item similarities and based on collected feedback from transactions. The substitute items are provided in real time to customers during transactions, item picking services during item fulfillment, and shelf management services for item shelf stocking. In an embodiment, the substitute items are further determined based on a specific transaction history for a given customer and specific feedback collected for the given customer from the specific transaction history.

Item codes for items are mapped to multidimensional space as item vectors based on transaction contexts. Similarities between item codes are based on distances between the item codes within the multidimensional space. Substitute items for out-of-stock items are automatically identified based on the item similarities and based on collected feedback from transactions. The substitute items are provided in real time to customers during transactions, item picking services during item fulfillment, and shelf management services for item shelf stocking. In an embodiment, the substitute items are further determined based on a specific transaction history for a given customer and specific feedback collected for the given customer from the specific transaction history.

A widget device for use in delivering products or items stored on a storage unit to a transfer system, is described herein. The widget device includes a shell, a positioning magnet mounted to the shell and deployable to selectively contact the storage unit to hold the widget device at a desired location associated with a corresponding product or item, and a processor programmed to operate the positioning magnet to control a position of the widget device with respect to the storage unit.

A widget device for use in delivering products or items stored on a storage unit to a transfer system, is described herein. The widget device includes a shell, a positioning magnet mounted to the shell and deployable to selectively contact the storage unit to hold the widget device at a desired location associated with a corresponding product or item, and a processor programmed to operate the positioning magnet to control a position of the widget device with respect to the storage unit.