That works for the first couple cities but it becomes hard to maintain once you start adding more markets.What I’ve found is that the bigger challenge isn’t just schema differences, it’s things like parcel matching, entity linking, and figuring out which signals are actually comparable across municipalities.

AI is good at helping you organize and speed up work you're already doing, but it's not replacing the actual underwriting logic you've built.Where I've found AI useful: taking a scope of work and breaking it down by line item and cost, then comparing it against my historical actuals.

The tool is then going to read and digest those documents and compare them to the Offering Memorandum.

It is basically looking at any and all nearby STRs in your area and comparing nightly rate, occupancy and amenities. 

Title: NJ Investors & Buyers — Let’s Connect 🤝 | BbuyNJLLCHey BiggerPockets 👋My name is Badr Lamtaifi, and I run BbuyNJLLC, focused primarily on New Jersey SFHsI joined BiggerPockets to connect with other active buyers, wholesalers, lenders, and operators who are actually doing deals —and talking about them 😄Whether you’re:Buying or selling in NJLooking to JV on tricky or distressed assetsMoving deals you can’t take downOr just want to compare notes on what’s working right nowI’m always open to conversation and collaboration.A little about my approach:Boots-on-the-ground mindsetNumbers first, emotions lastWin-win deals only (if it doesn’t work for both sides, it doesn’t work)💡 Fun fact (because why not):The Sahara Desert wasn’t always a desert — around 6,000–10,000 years ago it was actually green, with rivers, lakes, and grasslands.

Smart move comparing your numbers to the market.

The carrying cost math is definitely one of the things that makes land interesting compared to traditional rentals.In many of the rural areas of Pennsylvania I’ve been analyzing, property taxes on these smaller parcels are usually very low, which makes it easier to hold land while waiting for the right buyer or development trend.I also agree that actual sold comps are far more important than listed prices.

Deals are trading, but sellers are generally more negotiable and realistic, especially compared to 2021–2022.

I continue to get beat up on high prices compared to my rent. 

I keep seeing investors choose bridge when properties are vacant or they think they'll exit in the near term, but I'm curious if people are comparing both options.Here's what I'm seeing:Most investors assume:Vacant property = bridge loan neededQuick exit planned = bridge loan neededDSCR = too slow for vacant propertiesThe reality on DSCR:We finance vacant properties (we don't finance renovations, but vacant-to-lease or vacant-to-sale works fine).Speed: 18-day average closings.