🌟 Inspiration
Building a startup often starts with a big idea — but without knowing who else is already solving the problem, it’s risky. We were inspired by the frustration of digging through websites, pricing pages, changelogs, and UX flows just to get a sense of the competitive landscape. CompVision was born out of the need to see competitor moves clearly and strategically, in one place.
💡 What It Does
CompVision is a competitive intelligence platform that helps startup teams:
- Discover and track real-world competitors based on their startup idea
- Analyze changes in competitors’ websites, pricing, and messaging over time
- View onboarding flows, feature layouts, and value propositions visually
- Generate AI-powered insights that explain why these changes matter It gives founders and product teams a visual, strategic dashboard to make better decisions faster.
🛠 How We Built It
- Frontend: React + Tailwind, focused on modular components and clean UX
- Backend: Node.js with PostgreSQL for data persistence
- Scraping Engine: Puppeteer for screenshots and structured HTML comparison
- AI Layer: OpenAI’s API to summarize copy changes, detect tone shifts, and extract strategic insights
- Authentication: JWT-based login with user-specific dashboards
- Deployment: Hosted on Vercel with scheduled scraping workers
🧗♂️ Challenges We Ran Into
- Ensuring scraping didn’t get blocked or rate-limited across competitors
- Making AI insights actually useful, not generic — took a lot of tuning
- Designing a dashboard that worked for both empty states and rich data
- Syncing user selections (startup profile, tracked competitors) across all views dynamically
🏆 Accomplishments That We're Proud Of
- Created an intuitive onboarding flow that turns a startup idea into actionable intelligence
- Built a fully working pipeline from idea input → competitor discovery → AI analysis
- Matched the visual design quality of leading SaaS tools
- Turned a very manual process into an elegant product experience
📚 What We Learned
- How to use AI for competitive synthesis, not just content generation
- That UI clarity and layout density matter just as much as data
- The power of automating strategic workflows — especially for early-stage founders
- How to design with real startup use cases in mind, not just features
🔮 What's Next for CompVision
- Deeper change tracking: detect product launches, feature removals, and rebrands
- Shareable insight reports for founders, investors, and GTM teams
- Visual diffing of pricing pages and signup flows
- Launching a “public benchmarks” feature for tracking entire product categories over time
Built With
- bolt.new