Systems and methods for spotting treatment, inspection, and tracking of articles

A method of treatment of one or more articles, comprising:

• locating a stain on an article based on a tag comprising a spotting treatment tracker for the article and a treatment name or identifier associated with treatment of the article;
• placing a portion of the article comprising the stain on a spotting board having a corrosion-resistant layer;
• treating the article with one or both of a wet-side pre-spotting agent and a dry-side pre-spotting agent;
• treating the portion of the article comprising the stain with one or both of a steam supply and a vacuum supply of the spotting board;
• treating the portion of the article comprising the stain with one or both of the vacuum supply and an air supply of the spotting board until the article is at least partially dry;
• inspecting the stain on an inspection surface to determine a status of the stain;
• treating the article with a spotting agent treatment based on the determined status of the stain;
• re-inspecting the stain on the inspection surface with one or more of a light sensor, a chemical sensor, a humidity sensor, a camera, or an odor sensor;
• updating the tag of the article and/or a data record of the article in one or more servers based on one or more results of the re-inspection;
• analyzing the updated tag and/or the data record of the article with a machine learning algorithm in accordance with the one or more results of the re-inspection or an additional review;
• and
• displaying treatment information associated with the updated tag and/or data record, according to the results of the re-inspection.