LLocate Next5h ago · 12 min readFlagging absentee owners with Python and pandas by comparing situs and mailing addressesCounty parcel files often hold a useful signal: the property address and the owner's mailing address don't always match. If an owner gets their tax bill somewhere other than the property, they may notlocatenext.hashnode.dev
LLocate Next7h ago · 12 min readDeduplicating property owner records across multiple lead listsThe problem Real estate teams often pull several lead lists for the same area: an absentee owner list, a tax-delinquent list, a code-violation list. The same property shows up on more than one, writtelocatenext.hashnode.dev
WWaqas AhmedOct 13 · 7 min read AI Agents for Real Estate and Reliable Workflow Design A property team receives a new photo set, a virtual staging request, and a buyer asking whether the home is still available. An AI assistant could help with each task. The harder question is whether iestateaiinsights.hashnode.dev
FFeasibilityproOct 9 · 11 min readImplementing IRR and NPV Calculations in Python: A Real Estate Development ExampleFinancial models often look straightforward until you need to turn their formulas into reliable software. Net present value (NPV) and internal rate of return (IRR) are two common examples. Both use prfeasibilitypr.hashnode.dev
WWaqas AhmedSep 21 · 2 min readEstateAI Create Property: Upload Photos and Check Your DetailsEstateAI Step by Step · Module 02: Properties · Guide 02.2 Before the first AI edit, make sure the right photographs are connected to the right property. That is the starting point of our latest Estatestateaiinsights.hashnode.dev
WWaqas AhmedSep 19 · 2 min readEstateAI Properties: Find the Right Property Before You EditEstateAI Step by Step · Module 02: Properties · Guide 02.1 Several property shoots. Similar-looking thumbnails. Two records with generic names. Before starting another edit, which property should you estateaiinsights.hashnode.dev
WWaqas AhmedSep 17 · 2 min readAI-Edited Listing Photos: Why Buyers Should Be Able to See the OriginalA listing photo says “AI-Edited.” But what does that actually tell the buyer? Was furniture added? Was clutter removed? Was the sky changed—or did a permanent property feature disappear? The label ideestateaiinsights.hashnode.dev
WWaqas AhmedSep 15 · 2 min readCan C2PA Help Us Trust AI-Edited Real Estate Photos?AI-edited property photos are becoming difficult to identify by sight alone. A virtually staged room can look completely natural. An object can disappear without leaving obvious artifacts. A window, festateaiinsights.hashnode.dev
WWaqas AhmedSep 8 · 14 min readVirtual Decluttering vs. Furniture Removal vs. Virtual Staging: Which Does Your Listing Need?A living-room photograph arrives with a sofa, a coffee table, moving boxes, and a built-in bookshelf. The instruction sounds simple: “Make this photo listing-ready.” But what should actually change? Sestateaiinsights.hashnode.dev
XXuami mozSep 1 · 4 min readBuilding with France's Hidden Gem: The Public Cadastre APIIf you're a developer looking for rich, well-maintained geographic data to build your next project, you might want to look at France. France has been quietly building one of the best Open Data ecosystrefcadastrale.hashnode.dev