Case Study

Startup Copilot

Weekend-built AI copilot that validates startup ideas, compiles market research, and assembles investor-ready pitch materials in minutes.

StreamlitStreamlit
FastAPIFastAPI
PythonPython
LangChainLangChain
OpenAI GPT-4OpenAI GPT-4
transformerstransformers
matplotlibmatplotlib

Overview

Startup Copilot is an AI assistant we prototyped at the AI Genesis hackathon to help founders move from idea to investor conversations faster.

Problem

  • Founders juggle fragmented research sources when vetting ideas.
  • Synthesizing data into investor-ready stories is slow.
  • Hackathon timelines demand rapid validation.

Solution

  • LLM assistant surfaces trends, competitors, and risks on demand.
  • Automated pitch outlines translate insights into decks.
  • Dashboard visuals spotlight growth signals and city snapshots.

Research & Techniques

  • Interviewed mentors and founders to prioritize needs.
  • Connected LangChain agents to SerpAPI for live intelligence.
  • Integrated GPT-4 with FastAPI services powering Streamlit UI.

Results

  • Hackathon judges endorsed the concept despite tight deadlines.
  • Team captured roadmap ideas for deeper diligence features.
  • Created reusable workflow for founder-facing copilots.

Key Features

Tap a feature to explore how it supports the experience.

Idea validation with forward-looking market trend analysis

Tech Stack

StreamlitFastAPIPythonLangChainOpenAI GPT-4transformersmatplotlib