AI-built software

Better software, built by AI —
because you deserved it yesterday.

We don't guess what to build. We mine real complaints about the apps you already use — the ads, the paywalls, the broken promises — and build the free, working fix. Proof over pitch decks.

See the method What's in the workshop

Find the complaint. Build the fix.

Every product starts with evidence, not a hunch. Here's the whole pipeline.

01 — RESEARCH

Mine the complaints

We read hundreds of one- and two-star app-store and forum reviews per category and quote the exact words people use.

02 — RANK

Find the loudest signal

Complaints are ranked by frequency and severity. A one-off gripe doesn't ship a feature; a pattern across hundreds of reviews does.

03 — BUILD

Build only the fix

No feature bloat. Each build solves the top complaints and nothing else, with a written self-check so the promise is a test, not a tagline.

04 — SHIP

Free or freemium, and gated for review

Every build goes through a security scan and a human approval gate before it ever reaches a user.

Read the full method, with the actual review counts →

What's in the workshop

Nothing below is for sale or download yet — this is the research and the build-in-progress, shown honestly rather than hidden.

Category: history trivia apps

96% of the 1- and 2-star complaints we could classify were about ads

"An ad after almost every question."

Not a request for a better game — the reviewers kept saying the game itself was fine. The build in progress here is the same style of game, with the ad layer removed.

status: built, self-checked, pending Dean's approval to publish
Category: habit trackers

The single loudest complaint: hitting a paywall at the fifth habit

"First off there's immediately a paywall/fee that should just be in the App Store."

Paired with two more recurring complaints — losing your history when you edit a goal, and being asked to "restore" a purchase you already paid for. The build addresses all three.

status: built, self-checked, pending Dean's approval to publish

Our standard

Rules we don't bend, because a company that fixes broken software can't ship broken software.

Follow the workshop

AI Forge is new — the research is real, the builds are in review. The rest of Penloom's brands and their storefronts live at penloomstudio.com.

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