SH
Work

Uppgraderingspaket

AI price matching for PC hardware, with RAG chat search over scraped products.

Role
Owner, end to end
Years
2025–now
Pillar
AI
Result
Live site

Price matching

RAG pipeline
  1. scrape
  2. embed
  3. retrieve
  4. answer

My role

It is my own product. I build and run all of it.

Decisions

Uppgraderingspaket is an AI price matching service for PC hardware, built as a RAG pipeline in three steps:

  1. Scrape. An Inngest job scrapes product listings.
  2. Embed. The products go into a vector database as embeddings.
  3. Answer. Chat search retrieves the matching products and feeds them to an LLM as context.

It runs on Next.js and Vercel.

Result

The site is live.

Stack

  • Next.js
  • Vercel
  • Inngest
  • Vector database
  • Embeddings
  • LLM