Inspiration
What if an AI could just ask you a few questions and instantly hand you the perfect Toyota with real monthly payments?” That spark turned into Buyota – an AI-powered Toyota shopping assistant that feels like chatting with the world’s smartest car expert.
What it does
Buyota is a web app that turns 30 minutes of research into 30 seconds of magic. Pick your vehicle type (Sedan, SUV, Truck, Hybrid, Any) Slide your budget, credit score, and down payment Hit “Find My Toyota!” Claude 3.5 Sonnet instantly searches the web, pulls the latest 2024–2025 Toyota models, calculates real financing & lease payments based on your credit score, and returns 4–6 perfect matches with pros/cons and direct Toyota.com links. No more guessing games – just your dream Toyota, priced for your wallet.
How we built it
- React + Vite – lightning fast
- Tailwind CSS – cyber-red dealership vibes
- Framer Motion – silky animations
- Claude 3.5 Sonnet (Anthropic API) with
google_searchtool
Challenges we ran into
- Parsing
tool_resultfrom google_search responses - The infamous missing
<a>tag bug (twice!) .envnot loading until dev server restart- Making it look like a real dealership site on mobile
Accomplishments that we're proud of
- Real-time web search inside an AI model
- Pixel-perfect UI that feels premium
- Built a production-ready app in 48 hours
What we learned
- Tool-use APIs are the future
- Framer Motion + Tailwind = magic
- Never commit API keys (learned the hard way!)
- Users love instant AI feedback
What's next for Buyota
- Trade-in value estimator (KBB API)
- Voice mode ("Hey Buyota, find me a red RAV4 under $400/mo")
- Multi-brand support (Honda, Tesla, Ford)
- Save & share your build
- Mobile app with price drop alerts
- Direct dealer chat integration

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