Inspiration
Renting near campus is a gamble. Listings promise “luxury student living,” but the truth is buried in hundreds of Google reviews about broken AC, ignored maintenance requests, and surprise fees. The Three Little Pigs already gave us a rating system: is this place straw, sticks, or brick? And who better to judge than the Big Bad Wolf, now a licensed building inspector?
What it does
Type the name of an apartment complex in Austin. The wolf reads what Google Maps reviewers say and gives a verdict:
- Brick: solid, and the wolf can’t touch it
- Sticks: shaky, with some red flags
- Straw: blows right over
Each inspection includes:
- A 0-100 huff-and-puff meter showing the quality of the building
- The three biggest review themes, backed by short anonymized quotes as evidence
- An animation where the matching pig house stands or collapses
- Favorites list and a map of every apartment you’ve inspected
How we built it
SerpApi pulls Google Maps place data and reviews. An analysis step groups the reviews into themes such as maintenance, pests, noise, safety, and management, and turns them into the 0-100 score, which maps to Brick, Sticks, or Straw. The frontend presents everything in the wolf’s voice using the Gemini API, with the pig-house animation as a fun addition. A fixed formula is used to weigh each review and calculate a quality score for each building.
Challenges we ran into
- Choosing the cutoffs between Brick, Sticks, and Straw
- Matching the right property when complexes have similar names
- Accurately limiting search results to only residential places in Austin
- Keeping the quotes short and anonymized while still convincing
Accomplishments that we're proud of
How to structure review data from SerpApi, how to make a score transparent rather than a black box, and how much a strong theme helps a data-heavy tool feel approachable.
What's next for Big Bad Wolf Inspection Agency
More campuses and cities, trend tracking over time, and side-by-side apartment comparisons with more customized filters.
Built With
- css
- geminiapi
- html
- javascript
- json
- python
- serpapi
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