2) dropping a vape in a toilet mid stay is clearly an accident.  

Waste of time, huge room for error and zero reason for a customer to do this.....any Contractor worth his salt will have better pricing/quality/selection on the big stuff and will have guys on his crew that can do those dreaded 'parts runs' for the little stuff. 

In the application, I ask if they smoke or vape.

AI is not some magical, all-knowing miracle that can pull leads out of thin air.AI is simply a faster, more hands-off way to find the same low-quality leads you get from DMM, cold calling, and SMS marketing.You’re not improving lead quality—you’re just finding bad leads faster.

Financing Your First Flip with Low CashHard Money Loans (HML): Covers most costs but requires 10-20% down, with 10-12% interest.

Here’s how they approached it:1.Scraping Listings: They used web scraping tools like Beautiful Soup and GPT APIs to scan Airbnb for properties in their target areas.2.Image Analysis: They trained an AI model to analyse listing photos, identifying homes with solid potential (good structure, layout, location) that were undervalued due to low-quality photos.

Several years ago when the low flow toilets came out, some just didn't work well at all.

When I did my first house hack in Columbus I showed very low income on taxes. 

Most of the time, the home warranty takes a long time to approve your repair, reach the property, and then they use low-quality materials.

We are NOT a fit for low quality assets such as C/D or uber high input such as sec8 or mid/large MFH.