My goal is to build a data-driven tool that provides actionable insights into which neighborhoods and property types are in the highest demand, based on metrics like:Time on market: How quickly rentals are being leased.Property characteristics: Bedrooms, bathrooms, size, and amenities.Pricing trends: Rental rates relative to market demand and property features.Visual quality: Leveraging property photos to analyze the style and condition of rentals that perform well.The tool will allow users to:Pinpoint areas with the fastest rental turnovers.Understand what types of properties (size, price range, features) rent the quickest.Gain deeper insights into property presentation and amenities that correlate with high demand.Thank you in advance for your feedback.

The have interviews, tips, and tricks to getting started.

There are many, many tools out there that you can use that don't require a real estate license.

With all respect to AirDNA and the amazing data they provide for STR owners, their pricing tool is not on par with most tools available there. 

That’s all very helpful and thank you for the tips. 

I saw people work very hard, they just didn't know what was told them at the sales event wasn't true and they did not have the tools to succeed because it wasn't the companies intention from my experience.

I encourage your friend to forward the unredacted prom note to the SEC via this link https://www.sec.gov/tcr Click on Submit a Tip.

👋I work with a lot of investors who are diving into short-term rentals, and I wanted to share a few tips I’ve picked up over the years that can really help maximize ROI.

Any other automation tools you suggest ? 

Use such credit as a tool though, not as a crutch.