Family Labs · Ongoing project

AI Hardware Intelligence

A market-intelligence tool that watches the secondary market for server, GPU, and RAM deals worth acting on — built to answer one question quickly: is this listing actually a good deal, and is it still available?

● Active development

What it does

The app tracks recurring searches across a few hardware categories (complete server platforms, RAM lots, and previous-generation GPUs), scores each listing it finds against a set of decision rules, and keeps a running record of what changed — price drops, listings going stale, items selling out — so old research doesn't have to be redone from scratch every time.

How it's built

Structured as a vertical slice with clear decision gates rather than one large always-on scraper.
Keeps an append-only provenance record — every price and status change is logged, not overwritten, so the history of a listing is auditable.
Lives in its own private repository (kland601/AI-Hardware-Intel) as the canonical source of truth, separate from this site.

See it in action

A real, point-in-time snapshot of the deal-tracking output — 104 tracked listings across three categories — lives at dealboard.klandstudio.net (sign-in required).