Platform Capabilities & Technical Architecture

Everything You Need to Track & Score PC Deals

Explore the technology powering RigScouter-AI — from cloud-rendered headless scraping to Supabase PostgreSQL Row-Level Security, AI Deal Scoring, and automated scheduled digests.

Pillar #1

Autonomous Multi-Retailer Web Scraper

RigScouter-AI connects directly to live pricing across Amazon and eBay, with Best Buy now in testing and automated scraper pipelines for Micro Center, Newegg, and B&H Photo rolling out soon.

  • Extracts structured JSON: current price, MSRP, retailer, product URL, and stock status.
  • Normalizes partner graphics cards (ASUS Dual, MSI Ventus) into canonical base models (e.g. RTX 4070 Super).
  • Rejects non-PC part queries with instantaneous "Not compatible (N/A)" validation.
// Scraper Extraction Schema
{
  "title": "ASUS Dual RTX 4070 Super 12GB",
  "currentPrice": 549.99,
  "originalPrice": 599.99,
  "retailer": "Micro Center",
  "inStock": true,
  "canonicalModel": "RTX 4070 Super",
  "dealScore": 94
}
// Deal Score Tier MappingCALCULATED
🔥 90 – 100Epic Deal (All-Time Low / Deep Cut)
⚡ 80 – 89Great Deal (Below 90d Lowest)
⚖️ 65 – 79Fair Price (Near Standard MSRP)
⚠️ < 65Overpriced / Scalped Market
Pillar #2

Algorithmic AI Deal Scoring Engine (0–100)

Our quantitative Deal Score cuts through artificial retailer markdowns. We analyze MSRP variance, 90-day historical lowest pricing, cross-retailer pricing spread, and stock availability to provide a verified 0–100 quality score.

  • Weights MSRP discounts against true 90-day historical price floors.
  • Flags instant flash drops and historical All-Time Low (ATL) price matches.
Pillar #3

Personalized Watchlist & Supabase RLS Security

Your hardware target alert prices and component watchlists are protected using Supabase Row-Level Security (RLS). Users sign in to save and manage their private hardware lists.

  • Email Sign-In & Registration via Supabase Auth.
  • Database-Direct Reads load your watchlist in ~20ms with 0 slow API requests on page load.
  • Custom Target Price thresholds automatically arm alert triggers and calculate savings.
// Supabase RLS Security PolicyENFORCED
CREATE POLICY "User Watchlist Isolation"
  ON watchlist_items FOR ALL
  USING (auth.uid() = user_id)
  WITH CHECK (auth.uid() = user_id);
📬 Scheduled Digest Dispatch
Schedule:Daily @ 08:00 AM UTC
Channels:Email & Discord Webhook
Trend Interval:24h / 7d / 30d / ATL
Automator Status:Active
Pillar #4

Automated Daily Price Digest & Cron Job

Subscribed users receive automated daily digests delivered straight to their Email inbox or Discord channel via webhook. Includes executive price drop summaries, historical trend deltas, and AI deal scores.

Ready to Track PC Deals Autonomously?

Launch the dashboard to search PC hardware, configure your watchlist, and enable automated daily price digests across Micro Center, Amazon, Newegg, Best Buy, and B&H.