Building a Personal AI Infrastructure (PAI)
How I built my unified, modular AI system named Kai
No Clocks
Umesh Harigopal
As stated in each article in this series, the sales comparison approach is only as good as the comparables used to arrive at the value for the subject
MassGIS Data: Property Tax Parcels | Mass.gov
September 2025
How Does Land Use Zoning Information Impact Your Parcel Data Decisions?
Zoning regulations significantly shape the landscape of property development, influencing how you can utilize or invest in your parcel. Understanding land use zoning information not only informs you about permissible uses for your property but also impacts your decisions regarding future developments, sales, or improvements. By familiarizing yourself with local zoning laws, you can better
How to Combine AVM, MLS, and Land Parcel Data for AI-Powered Property Valuation
Property valuation has undergone a dramatic transformation over the past decade, thanks to the rise of artificial intelligence (AI), accessible big data, and sophisticated analytics platforms. Gone are the days when property values relied solely on local experts’ intuition and basic comps.
List of Property Attributes Version 2
The table below lists the property attributes for version 2. Attribute Name Description pbKey Unique ID for an addressable location. propApn Formatted assessor's parcel number (APN) or parcel ...
The Role of Data Collection in Real Estate Success
Effective real estate data collection enables informed decision-making, strategic optimization, and competitive advantage. Prioritizing data collection is essential for profitable […]
Land Records
Nationwide Land Parcel Dataset
Geospatial Data Management Best Practices: 5 Steps to a Winning Strategy | SafeGraph
15 geospatial data management best practices for a successful business strategy.
Challenges of Geospatial Data Integrations | SafeGraph
Geospatial data integration can give your organization powerful insights, but it’s not without its challenges. We’ll discuss some issues and how to tackle them.
Geospatial Data: A Comprehensive Guide | SafeGraph
Get a basic overview of what geospatial data is and why it’s important as a prelude to a deeper discussion on the ins and outs of geospatial data.
Thematic Maps: Types and Use Cases | Geoapify
Thematic maps: definition, different types, examples and use cases. Discover everything you need to know about thematic maps in our guide.
Different Types of Geospatial Data | Geoapify
Learn more about geospatial data types, discover purposes of each data type, see examples and different use cases in our guide
How to Check Zoning of Land | Guide for Property Owners
how to determine the zoning classification of your property, read zoning maps, and understand local land-use laws to make informed real estate decisions.
Topography Real Estate | A Guide to Smart Investments
Explore how Topography Real Estate impacts property value, development, and investment potential. Learn essential tips for buyers and developers.
Elevation: The height of the land above sea level significantly impacts construction, drainage, and even microclimates. Higher elevations may offer scenic views but can also pose challenges like steep slopes or unstable soil.
Slope: Steepness can dictate whether a property is suitable for building. A steep slope might make foundation work and construction more expensive. On the other hand, gentle slopes often have fewer engineering challenges but might lack dramatic views.
Terrain Features: Hills, valleys, natural water channels, and other formations add complexity to land development. They may attract buyers who appreciate unique landscapes but also require specialized designs for drainage and structural stability.
Vegetation and Soil Types: Different soil compositions affect load-bearing capacities. Clay soils, for instance, may expand with moisture, posing potential foundation issues. Conversely, well-draining sandy or loamy soils can be more conducive to stable construction.
Standards | Geospatial Metadata — Federal Geographic Data Committee
Metadata is information about data. Similar to a library catalog record, metadata records document the who, what, when, where, how, and why of a data resource. Geospatial metadata describes maps, Geographic Information Systems (GIS) files, imagery, and other location-based data resources. The FGDC is tasked by Executive Order 12906 to enable access (see GeoPlatform.gov) to National Spatial Data Infrastructure (NSDI) resources and by OMB Circular A-16 and the A-16 Supplemental Guidance to support the creation, management, and maintenance of the metadata required to fuel data discovery and access.
MEGA PROMPT CHEST
Introduction - Global Imagery Browse Services (GIBS)
None
Spatial Queries
The Three Primary Methods of Real Estate Data Integration | Data Army Intel
We break down the three main methods of real estate data integration. Data integration is the key to transforming raw, fragmented data into actionable insights. It allows real estate professionals, investors and analysts to derive meaningful conclusions. We show you how.
4 Steps to Use Integrated GIS for Zoning Compliance
Discover how integrated GIS enhances zoning compliance in land development.
LandRise (LightPath)An open and universal framework for processing spatial omics data. — spatialdata
AI
Esri Geoportal Server | Open-Source Metadata Management
Esri Geoportal Server is a free, open-source, stand-alone metadata catalog management app that enables discovery and use of geospatial resources such as datasets, raster data & web services.
Building a Large Geospatial Model to Achieve Spatial Intelligence
At Niantic, we are pioneering the concept of a Large Geospatial Model that will use large-scale machine learning to understand a scene and connect it to millions of other scenes globally.
Klarety
Empower geospatial data, deploy AI, automate satellite analysis - unveil insights, unify action
Julius AI | Your AI Data Analyst
Julius is a powerful AI data analyst that helps you analyze and visualize your data. Chat with your data, create graphs, build forecasting models, and more.
