Inspiration
As a web developer turned ai and cybersecurity enthusiast, I kept seeing the same problem: Phishing emails are evolving – but most people still rely on basic spam filters. I wanted to build something smarter, something that doesn’t just block emails, but actually explains what's suspicious and why. That’s how SecPilot was born.
What it does
SecPilot is a privacy-first, AI-driven platform that analyzes suspicious emails and delivers clear, human-readable reports. Users forward an email to a secure inbox and receive an assessment that explains:
- Whether it's phishing or fraud
- What signals were detected (urgency, links, language)
- What similar attacks looked like
- Whether action is needed
It’s like having a cybersecurity analyst in your inbox – 100% automated and private.
How I built it
- Frontend: Next.js App Router, TailwindCSS with shadcn/ui for UI components
- Backend: Supabase (auth, database, pgvector for semantic similarity search)
- AI Agents: Gemini via OpenRouter with fallback logic
- Automation: n8n to orchestrate the full pipeline (IMAP → vector search → analysis → response)
- Security by design: Emails are analyzed in-memory only, never stored
Challenges we ran into
- Token cost optimization: Used confidence thresholds and a dual-model system to manage OpenRouter usage efficiently
- Stateless privacy model: No email content is stored – which limited debugging and required creative handling of edge cases
- Rate limits: AI has rate limits, so i implemented a queue in n8n to stay compliant
- IMAP deletion logic: Avoided Gmail to gain full control, but that meant building safe, secure logic for deletion and duplicate prevention
Accomplishments that we're proud of
- Built a fully functional MVP with zero storage and AI-powered analysis in < 4 weeks
- Integrated AI, vector search, and automation into a seamless workflow
- Created a trust-first product with real value for solo users, SMBs, and consultants
What we learned
- AI is powerful – but context and structure make all the difference
- Bolt makes it fast and fun to ship a full SaaS product with confidence
What's next for SecPilot
- Admin dashboard with analytics, feedback loops, and severity tagging
- Pica Integrations for AI Workflow Orchestration
- Lingo implementation for mulit language support
- Gmail / Outllook Add-on and browser extension (planned)
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