Intel-Craft

Deep Research Instant Outreach.

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🧠 IntelCraft: Your AI Outreach Agent

🚀 What is IntelCraft?

IntelCraft is your AI-powered research buddy, built to help students, freshers, and job seekers learn about companies quickly and write personalized emails — whether you're applying for an internship, job, or preparing for an interview.

Instead of spending hours Googling and drafting cover letters, you get everything done in minutes — thanks to real-time web scraping, smart AI summarization, and insightful reporting.

🎯 Why We Built This

As students ourselves, we found it frustrating and time-consuming to:

  • Understand a company’s background and goals
  • Write compelling emails or cover letters
  • Prepare for interviews with real insights
  • Handle last-minute applications

Most existing tools are made for professionals — not freshers or students.

So, we built IntelCraft to:

  • Provide instant, accurate company insights
  • Save hours of manual research
  • Generate custom emails and outreach drafts
  • Make job prep feel more strategic and less stressful

🔧 How It Works

  1. Search for a Company Enter a company name — we collect data from reliable online sources.

  2. AI Breaks it Down Our AI summarizes:

  • Company mission & values
  • Latest news & achievements
  • Competitors
  • Opportunities & trends
  1. Get a Personalized Email Based on your interest + the company’s insights, we auto-generate a thoughtful email or cover letter.

👨‍💻 Technologies We Used

  • Frontend: React + TypeScript
  • Backend: FastAPI + PostgreSQL
  • Auth: Google OAuth
  • AI Models: OpenAI, Gemini, Tavily
  • Real-Time Updates: WebSockets
  • Agent Flow: LangGraph for managing AI steps

💡 What We Learned

  • Debugging OAuth callback issues across local and deployed environments
  • Optimizing AI responses with fallback logic
  • Maintaining state and live updates through WebSockets
  • Choosing the right AI provider for different use-cases

🛠️ Code Highlights

# Our AI Pipeline:
class ResearchPipeline:
    def __init__(self):
        self.collector = WebDataCollector()
        self.analyzer = AIAnalyzer()
        self.synthesizer = ReportGenerator()

    async def process_company(self, company_name: str):
        raw_data = await self.collector.gather(company_name)
        insights = await self.analyzer.process(raw_data)
        report = await self.synthesizer.create(insights)
        return report

// WebSocket gives live updates while processing:
const ws = new WebSocket(`${WS_BASE_URL}/ws/${jobId}`);
ws.onmessage = (event) => updateResearchStatus(JSON.parse(event.data));

🧑‍🎓 Who This Is For

  • Students preparing for interviews
  • Freshers applying to companies
  • Anyone needing help with email drafts
  • People curious about company background

“Hi [Company], I admire your recent work on [X]. I'd love to contribute...” — This is generated instantly for you.

🌟 Features

  • ✅ Google Sign-In
  • ✅ Company insight dashboard
  • ✅ Personalized email/cover letter generation
  • ✅ Real-time progress updates
  • ✅ Clean & mobile-friendly interface

📊 What We Achieved

  • ⏱️ Cut research time by 90%
  • 📩 Auto-generated professional outreach messages
  • 🔄 Real-time research feedback loop

  • 🚀 Full-stack deployment with:

🔮 What's Next

  • Resume parsing + matching company profile
  • Comparison dashboard
  • More AI models for diversity
  • Export to PDF / Excel

🎓 Final Thoughts

IntelCraft started at a hackathon — now it's solving real problems.

If you're a student, fresher, or job seeker who struggles with company research or writing emails, we built this for you.

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