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CompetiTrack AI is an AI-powered competitor monitoring system that tracks product price and stock changes on e-commerce websites. It detects meaningful updates, generates business insights using an LLM, and sends email notifications only when changes occur
Keeping track of competitor pricing manually is time-consuming and difficult to scale. CompetiTrack AI automates the entire process.
The system scrapes competitor websites, compares the latest data with the previous snapshot, analyzes the changes using an LLM, and sends an email report only when something has changed. This avoids unnecessary notifications while providing useful insights for business decisions.
Features
- Competitor website monitoring
- Product price tracking
- Stock availability tracking
- Change detection
- AI-generated business insights
- Email notifications
- FastAPI backend
- Streamlit dashboard
- LangGraph workflow
- Playwright-based web scraping
Nice fit for Playwright. The failure boundary I would make explicit is snapshot ? diff ? notification: fixed fixtures for price/stock changes, a no-change run that proves no email, and an idempotency key so retries cannot alert twice. That gives you a deterministic regression...
Appreciate the detailed breakdown, especially the idempotency key point, that's a real gap in my current version. Going to implement the fixture-based tests and the no-change/no-email assertion myself first. Thanks for the pointer.
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Nah.
I just stopped doing robot work like a robot.
If you are still moving the same data between 4 apps by hand, you are not lazy.
You are just overdue for a system.
I help businesses set this up with Zapier, n8n, Make, and CRM tools.
Comment “FLOW” if you want me to show you what your version could look like.
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Stack: Zapier · CRM · Slack · Email
Impact:
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When a customer opens a ticket, the workflow:
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Stack: CRM · Zapier · Helpdesk · Slack
Impact:
• Response lag reduced by ~65%
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Great for growing teams that want faster support without losing CRM visibility.
