Inspiration
I’ve always wanted to build something of my own, but I constantly struggled with coming up with the right idea. Every time I tried brainstorming, I’d hit a wall. Then I realized that Reddit is full of real people talking about real problems every day. What if I could build a tool that listens to those conversations and helps people like me discover and validate startup ideas?
What it does
Linear Search is an AI-powered startup research tool that helps you go from “I want to build something” to “I know exactly what to build.”
It does a few key things:
- AI researcher that researches a topic and give summary and insights.
- Finds startup-worthy ideas by analyzing real Reddit discussions and using AI.
- Validates ideas by auto-posting to Reddit and collecting real feedback
- Analyzes competitors and where can we make impact.
- Generates a complete MVP plan — including what to build, estimated cost, tech stack, and development difficulty e.t.c
It’s like having a research partner who never sleeps and reads Reddit all day.
How we built it
I used a few tools to make this come together without building everything from scratch:
- Boltnew for the frontend.
- Supabase as the backend database.
- n8n to build automation workflows for scraping Reddit, running GPT prompts, and handling feedback collection.
- Netlify for hosting — fast deployments and simple setup
- Entri for registering the domain
- GPT-4o-mini to handle everything from analyzing Reddit threads to writing posts and MVP plans
Challenges we ran into
- Integrating database
- Building n8n backend
- Code got bloated, so AI was hallucinating too much, Had to start from scratch again.
Accomplishments that we're proud of
- It's my first web app which i built and hosted from scratch without knowledge of either frontend or backend.
What we learned
- Some tips on how to prompt AI i.e. in clear step by step manner
- Ask AI to split code in smaller parts. It gives better results and do not hallucinate as much and consumes less tokens
What's next for Linear Search
- Polishing the app more, adding other sources than reddit like quora, web search e.t.c.
- Better competitor analysis from sources like product hunt.
- Improve AI.
- Adding more useful features.
Built With
- boltnew
- github
- n8n
- supabase

Log in or sign up for Devpost to join the conversation.