429 new ideas this week

Level up how you use AI

Real things everyday people got it to do, and how to try them yourself.

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Match 904 insurance documents overnight at my dental clinic

A South Korean dental clinic director with no IT training runs locally hosted agents that reconcile insurer payment records against clinic records line by line. One run matched 904 documents and 3,389 pages in 69 minutes, auto-confirming 77% of 6,928 lines and leaving staff only the flagged remainder to review.

Restaurant owner's voice clone answers the phone so the crew never leaves the line

Palona built Cali BBQ owner Shawn Walchef an AI phone agent from his own voice, sampled from his YouTube videos, and it now answers the restaurant's phone as him. On Father's Day it fielded 150 calls without any staff stepping away from service, and the restaurant posted its biggest sales day ever at $26,000, up 18 percent on the year before.

WorkWent wrong

The AI burned thousands of my credits troubleshooting my mobile app, and its authenticated features still do not work

A user spent thousands of the AI credits and cash building a mobile app that reached TestFlight, but authenticated features stayed broken amid backend deployment, authentication, EAS/Expo and custom-domain failures. Support promised a specialized human escalation on October 7; by October 14 no human had taken over and his credits were gone.

This one went wrong. See what happened before you try it.

The AI files his proof of domicile every month for the family benefits office

Every month the family benefits system asks him for a fresh proof of domicile, and a forgotten upload stops the payments. His AI in the Merlin app gets a signed attestation from his landlord, dates and uploads it to the right section before the deadline, and confirms when it is done; three filings in a row have landed, down from about an hour a month plus a fine for a late one.

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Every idea is a real post from someone who tried it, summarized in our words, with a link to the original. App names are swapped for plain words.