Pool Turns Your Screenshot Pile Into Searchable Memory

I just checked: my phone holds a couple thousand screenshots — recipes, products, travel ideas, tickets — and I will never scroll back to find any of them. So a new free iOS app called Pool got my attention, because it exists for exactly this everyday mess.

Pool, launched June 11 by Maxime Junique and Piet Terheyden of Spinoff Studio, automatically sorts your screenshots into AI-categorized collections ('pools'), tracks down the original links behind what you saved, and gives you an assistant to search it all in plain words. There's a clever time dimension too: a screenshot of an event ticket fades from relevance once the event passes — the app treats your saves like memories, not like a junk drawer. The founders shelved this idea three years ago and revived it once AI got good enough; investors put over $2 million behind the relaunch. Junique frames the bet as a question: "Who is going after this really, deeply emotional data set we all own?"

My takeaway as a builder: boring mess + AI = useful tool

Here's why I'm writing about this on a site about building with AI. Look at the shape of the idea: a small, annoying, universal problem (screenshot chaos), solved not by a grand platform but by patient sorting and search. That's exactly the shape I teach you to hunt for in my Idea Bank — and a shape you can build a personal version of yourself.

No, you won't rebuild Pool in an evening — link-recovery and a polished mobile app are real work. But a tool that takes YOUR exported screenshots folder, asks AI to describe and tag each image, and gives you a searchable page of 'things I meant to come back to'? That's a weekend project with Claude Code. It runs on your computer, free, with nobody's servers involved — I've built sillier things on a Tuesday night.

Either way, my lesson stands: the best AI product ideas of 2026 keep coming from the most boring corners of daily life. Your screenshot pile was one of them. What else is lying around?