Screen shot of breif AI report of the competitor analysis and quick overview of the competitor analysis report.
Scren shot of Competitor crawled and RAG into snipper, pricing, and feature format.

FounderScope: How We Built a Market Research Copilot in a Day

Inspiration

My friends and I were brainstorming startup ideas, and we kept running into the same problem:
We could build a product — but we couldn’t find product-market fit.

Why?
Because we didn’t know how to validate our ideas with real market data.

We realized one of the most powerful ways to validate a startup concept is to identify a real gap in the market.
If a competitor isn’t filling it, and you can — that’s opportunity. That’s traction.

So we asked ourselves:

What if you could drop your startup idea into a tool… and instantly see whether there’s room for it in the market?

That became the inspiration behind FounderScope.

What It Does

FounderScope is your market research copilot.

You enter your startup idea.
We crawl real competitor sites using APIs like Bright Data and Tavily.
We extract real-time data: pricing, features, positioning.
We analyze overlaps, gaps, and strengths.
Then we generate a clear market gap insight — whether your idea has a niche or not.

While tools like ChatGPT and Gemini can brainstorm, they often hallucinate or give generic data.
FounderScope gives you actual market intelligence.

How We Built It

Data Crawling: Used Bright Data Search and Tavily Crawl to query and pull real websites.
Backend: Node + Python services for crawling and AI analysis.
Frontend: React + Tailwind with a focus on clean UX.
Output: A competitor matrix, opportunity score, and AI-generated build recommendations.

Challenges

One of our biggest headaches was frontend-backend integration.

We ran into a persistent CORS error — but after hours of debugging, we discovered it was actually a runtime error disguised as CORS. That bug cost us a lot of time and frustration.

What We’re Proud Of

We got our core MVP fully working:
- Real-time crawling
- Competitor breakdowns
- Risk analysis scoring
- Final AI summary of market opportunity

In 6 hours, we went from idea to working prototype — with real insight delivered to users.

What We Learned

You can get so much done in 6 hours if you shut off distractions and stay focused.
MVP = build just enough to prove the core value.
The power of real data is greater than assumed data.

What is FounderScope?

FounderScope is a market research copilot for startup founders.
It helps you find product-market fit by identifying real gaps in the market using live competitor data.