Observed arrival · 2026-11-10
Muhannad Alshehri’s portfolio, laid out like an issue
An AI engineer in Riyadh presents his work through a magazine-style portfolio, with features on Arabic property search, Saudi price tracking, and an insurer-ranking project.
○Open
⊠Login
$Paid
†Ads
✦Pretty
●Pro
◎Niche
◉Human
⚑Risk
ƒJS
- For
- Teams hiring an AI engineer in Riyadh
- Worth noticing
- The portfolio reports Raqib tracks 230,000 products across 100-plus Saudi retailers, with about 620,000 price checks daily.
Field notes
The project write-ups include implementation choices as well as headline metrics: Aqari’s page describes a Saudi-dialect parser selected from an 11-model bake-off, a self-hosted OSRM server for drive times, and share cards rendered by a Cloudflare Worker. Raqib’s matching process is described as using barcodes, embeddings, and local LLM judges; the page says a precision gate is set at 1.000.
Observed signals
Read the marks
Editorial observations of this landing page, not a rating.
○OpenPublic substance visible
✦PrettyNotable craft visible
●ProPolished or operationally mature
◎NicheUnusually specific use
◉HumanPersonal, local, civic, or handmade
One card from the complete issue