Inspiration

Most businesses don’t fail because the idea was bad — they fail because the location was.
But how does a new entrepreneur choose a spot? By price. By gut. By vibes?

That didn’t sit right with us.

We wanted to flip that gamble.
What if the first step — the scariest part of launching a business — felt less like a leap of faith… and more like a smart decision?

What if something could hold your hand through that first step, and tell you:
_ This is a place where your business can grow. _


What it does

SproutPoint is your business location co-pilot.
You drop in a few address options and the type of business you want to open (café, gym, studio, etc.) — and SproutPoint returns a smart, ranked list.

It scores each location based on real-world metrics like:

  • Income levels in the area
  • Competition nearby
  • Foot traffic potential (population + school/business density)
  • Parking availability

Everything is weighted specifically for your business category, so you get a recommendation that actually fits what you're trying to build.


How we built it

We developed a tool that predicts how well a business could perform at a specific address, powered by a diverse range of data sources:

Google Places API – competitor locations and business density Tavily – contextual search and local intelligence

Neighbourhood-level demographic data from the Canadian Census including:

  • Geographic income distribution
  • Population density
  • Property value data

A Python backend processes and aggregates the data, while a clean, user-friendly UI presents insights clearly. We also dedicated time to developing a strong brand, including name, logo, and design.


Challenges we ran into

  • Balancing multiple weighted metrics into one meaningful score
  • retrieving and analyzing massive amounts of census data.
  • Parsing structured location and business data from Google
  • Bridging frontend and backend logic cleanly in 7 hours
  • Designing for non-technical users without oversimplifying

Accomplishments that we're proud of

  • Built a full scoring engine and UI in less than 7 hours
  • Made a tool that feels genuinely helpful to early-stage entrepreneurs

What we learned

  • How to prioritize decision-making metrics for different business types
  • How to blend AI APIs and geolocation logic in a practical workflow
  • That good UX is half the battle — and clear recommendations matter more than raw data
  • How to work fast, clean, and collaboratively under pressure

What's next for SproutPoint — Know Where to Grow

  • Allow bulk comparison across hundreds of venues
  • Add visual map overlays with heat zones and proximity warnings
  • Personalize scoring logic based on niche business goals (e.g. vegan café vs franchise)
  • Build a full onboarding flow to guide first-time founders from idea → venue → success

SproutPoint is more than a tool — it’s a quiet little push forward for anyone who dares to start something new.

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