Artificial intelligence is increasingly used in real estate market analysis—pricing models, rent forecasts, migration trends, and supply tracking.

Time Warp - Responses seem reasonable enough - until you notice that the post he’s responding to was posted 11 years agoThe Irrelevant- Posts seem to be in response to a totally different post and have nothing to do with the subject threadThe Wrong Informstion - Loves to give advice, but the advice is always legally incorrect, totally out of date, or has already been proven wrong.The Repeater - is the 4th to respond with the exact same information as the previous 3 posts The Marketer - best exemplified by the insurance salesman whose answer to any question or problem is to buy some form of insuranceMr (Artificial) Intelligence - posts are ultra long and detailed, but only somewhat relevant.  

Make a few memorable moments.If you’re looking for something to watch while the snow falls, The Thinking Game is an excellent free documentary exploring the pursuit of AGI — artificial general intelligence.

Louisville is finally moving into the present — and perhaps even the future — by beginning to implement artificial intelligence inside its government systems.Mayor Craig Greenberg announced the city’s first formal AI partnership, teaming up with Govstream.ai to modernize the permitting process.

Make sure you have your CPA elect the DMSH.You have to be careful of artificially splitting invoices to get below $2500 for each.

You need AI to provide you with pattern detection, outlier detection, casual reasoning, scenario analysis, narrative synthesis and decision guidance.Some things that you will need to be sure to do is making sure that your expense categories data doesn't vary from year to year and that you have everything categorized correctly.Last, I would consider two things: adding benchmark intelligence with ranges from that Frank Gallinelli book into the prompt.

I am getting very, very, very good at developing market intelligence for my area.

I’m not trying to rush — I just want to move forward intelligently instead of spinning my wheels.Any perspective (especially from people who started in the last few years) would be hugely appreciated.Thanks in advance 🙏— Vincenzo You’re ALWAYS better off investing locally, where it’s easier to:Learn the marketNetwork to find dealsNetwork to find contractorsBe more hands-onDriveby property to keep tabs on itNetwork to find a decent Property Management Company (PMC)Next best location is somewhere else you lived, where you have an existing network of family & friends to help you as accomplish the above list as needed.If you invest OOS, your biggest challenge won't be finding properties to meet your goals on paper, it’ll be successfully outsourcing all of the above.The biggest mistake we see OOS investors making in our market, over and over again, is not fully understanding Neighborhood/Property/Tenant Classes and how they impact your probability of success!

I’m also interested in learning more about any local networking groups, masterminds, coaching programs, or investor communities that are strong in Columbus.Since my background is Cleveland, I’m approaching Columbus with a serious, long term mindset and want to make sure I’m aligned with the right teams and market intelligence before scaling there.If you are actively investing in Columbus multifamily or know someone who is, feel free to comment here or message me.

That drives NOI up artificially high.