{
  "patent_number": "US 12737818",
  "country": "US",
  "title": "How a System Scores Your Home's Maintenance and Teaches You",
  "original_title": "Systems and methods for generating a home score and modifications for a user",
  "summary": "This patent describes a system that uses machine learning to score a home's maintenance, compares it to another property, and then creates personalized learning tips for the user to help them improve their home, especially when moving.",
  "what_it_does": "This system evaluates and gamifies property maintenance for a user. It starts by retrieving data for a user's current home (first property) and a new home they are becoming associated with (second property). Using a trained machine learning model, it calculates maintenance scores for the new home based on its data. Crucially, it detects local environmental differences between the user's old and new properties. Finally, it generates a personalized learning module for the user. This module aims to help the user improve or maintain the new home's maintenance scores, specifically tailoring advice based on the detected environmental differences. For example, if a user moves from a dry desert climate to a humid coastal area, the system might generate a module on preventing mold or managing humidity in their new home.",
  "what_it_does_not_cover": [
    "Does not cover systems that only score a single property without comparing it to another property associated with the user.",
    "Does not cover systems that do not use a trained machine learning model to calculate home score factors.",
    "Does not cover systems that fail to detect local environmental differences between two properties a user is associated with.",
    "Does not cover systems that do not generate a personalized learning module for the user based on those environmental differences.",
    "Does not cover systems that solely provide generic maintenance advice without considering a user's transition between different properties."
  ],
  "filed": "2024-04-23",
  "granted": "2026-09-15",
  "expires": null,
  "status": "active",
  "holder": null,
  "holder_url": null,
  "inventors": [],
  "times_cited": 0,
  "tags": [
    "software",
    "consumer_electronics",
    "ai_ml",
    "telecommunications"
  ],
  "abstract": "Systems and methods are described for evaluating and gamifying maintenance for a property by a user. The method may include: (1) retrieving first home data for a first property and second home data for a second property, wherein a user is associated with the first property; (2) calculating, using a trained machine learning evaluation model, one or more second home score factors based upon the second home data; (3) detecting that the user is to be associated with the second property; (4) detecting, based upon the first home data and the second home data, one or more local environmental differences between the first property and the second property; and (5) generating a learning module for the user for improving or maintaining the one or more second home score factors based upon the one or more local environmental differences.",
  "url": "https://patentbrief.org/patent/us/12737818/systems-and-methods-for-generating-a-home-score-and-modifications-for-a-user",
  "markdown_url": "https://patentbrief.org/patent/us/12737818/systems-and-methods-for-generating-a-home-score-and-modifications-for-a-user/md",
  "google_patents_url": "https://patents.google.com/patent/US12737818",
  "relatedPatents": [
    {
      "patentNumber": "12737817",
      "countryCode": "US",
      "title": "How a Machine Learning Model Predicts Your Home's Health Score",
      "url": "https://patentbrief.org/patent/us/12737817/systems-and-methods-for-generating-a-home-score-and-modifications-for-a-user-12737817"
    },
    {
      "patentNumber": "8285656",
      "countryCode": "US",
      "title": "How a Smart System Verifies and Updates Customer Data",
      "url": "https://patentbrief.org/patent/us/8285656/cortana-virtual-assistant"
    },
    {
      "patentNumber": "10599957",
      "countryCode": "US",
      "title": "How to Automatically Detect and Fix Changes in AI Model Data",
      "url": "https://patentbrief.org/patent/us/10599957/systems-and-methods-for-detecting-data-drift-for-data-used-in-machine-learning-m"
    },
    {
      "patentNumber": "12118030",
      "countryCode": "US",
      "title": "How a Recommendation System Learns What You Really Want to Watch",
      "url": "https://patentbrief.org/patent/us/12118030/dynamic-feedback-in-a-recommendation-system"
    },
    {
      "patentNumber": "20250190949",
      "countryCode": "US",
      "title": "Matching People to Opportunities Using Personality and Body Data",
      "url": "https://patentbrief.org/patent/us/20250190949/facilitating-personal-development-of-an-individual"
    }
  ]
}