HigherLiving

Inspiration

The amount of work for prospective renters to go through tons of reviews online about a landlord and the property itself just to make a decision to move in is a lot. That's why we built this app to solve this problem

What it does

The app takes a property's location and uses a combination of Playwright and the Google Places API to extract business details and user reviews. It then pipe that data through a highly structured OpenAI prompt using Chain of Thought logic. The LLM acts as an objective evaluator, parsing the raw text to generate a mathematically rigorous report card, grading the landlord from A to F on specific categories like maintenance, communication, and value.

How we built it

Challenges we ran into

• Bot detection
• Finding the right resources
• mismatch compatibility between different operating system ## Accomplishments that we're proud of
• Web scraping with playwright
• Grabbing the right data for analysis purposes ## What we learned
• Defining a scope of this project to get a detailed and highly accurate analysis ## What's next for HigherLiving
• Expand the scope
• More feature such as property comparison

Built With

• fastapi
• python
• typsescript