The Problem
Vibe-coded apps (apps built rapidly with AI assistance) often hardcode sample data or return LLM-generated responses without grounding. Users get plausible-looking but fabricated information. The app feels like a demo, not a product.
The Scavio Solution
Replace hardcoded data and ungrounded LLM responses with live search API calls. When the app needs product prices, use Scavio Amazon search. When it needs facts, use Scavio Google search. The LLM still generates the UI and logic, but the data layer is real.
Before
Vibe-coded price comparison app returns hardcoded prices from the LLM's training data. Prices are months out of date. Users notice and leave.
After
Same app calls Scavio Amazon and Walmart endpoints for live prices. Data is current. Users trust the app because prices match what they see on the actual marketplace.
Who It Is For
Developers using vibe-coding tools (Cursor, Claude Code, Bolt, Lovable) who want their apps to serve real data instead of placeholders.
Key Benefits
- Replace hardcoded data with live API results
- Works with any vibe-coding tool (Cursor, Claude, Bolt)
- Single API covers 5 platforms for diverse data needs
- 250 free credits/month for prototyping
- Users trust grounded data over LLM-generated guesses
Python Example
import requests, os
H = {'x-api-key': os.environ['SCAVIO_API_KEY']}
def get_real_prices(product: str) -> list:
"""Replace hardcoded prices in vibe-coded app with live data."""
resp = requests.post('https://api.scavio.dev/api/v1/search', headers=H,
json={'platform': 'amazon', 'query': product}, timeout=10)
return [{'title': r['title'], 'price': r.get('price'),
'rating': r.get('rating'), 'url': r['link']}
for r in resp.json().get('organic', [])[:5]]
# In your vibe-coded app, replace:
# prices = [{'title': 'Widget', 'price': 29.99}] # hardcoded
# With:
# prices = get_real_prices('wireless mouse')JavaScript Example
async function getRealPrices(product) {
const resp = await fetch('https://api.scavio.dev/api/v1/search', {
method: 'POST',
headers: { 'x-api-key': process.env.SCAVIO_API_KEY, 'Content-Type': 'application/json' },
body: JSON.stringify({ platform: 'amazon', query: product })
});
const data = await resp.json();
return (data.organic || []).slice(0, 5).map(r => ({
title: r.title, price: r.price, rating: r.rating, url: r.link
}));
}
// Replace hardcoded data in your vibe-coded app with getRealPrices()Platforms Used
Web search with knowledge graph, PAA, and AI overviews
Amazon
Product search with prices, ratings, and reviews
YouTube
Video search with transcripts and metadata
Walmart
Product search with pricing and fulfillment data
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