I've sat through a lot of enterprise AI demos. The agent always understands the question, pulls clean data, returns a polished answer in under five seconds. Impressive every time.

Then we go live.

Same agent, real environment: question full of internal acronyms and a typo, four systems to query with two of them returning stale data, three clarification loops, and eventually a handoff to a human for the edge case nobody put in the demo script. Every sing time.

The model isn't the problem. The mess around it is.

I m building Beat AI, a free early beta. Pick a daily theme, take your own photo with any phone, and face an AI-generated picture. People vote on the images before the labels are revealed.

A starting exercise: put a mug by a window and try two different angles. No special camera or photography experience needed.

Try it: https://beatai.co.uk

Sign in to enter; browse and vote without an account. Voting depends on entries being available. What would make you try your first photo: the daily prompt or the AI matchup?

Hi Community!

I built a free educational prototype called ShadowPlan and I m looking for early feedback.

The idea is simple: if someone pays a financial advisor based on assets under management, what would it look like to keep part of the portfolio advisor-managed while maintaining a self-directed shadow portion that follows the advisor s allocation changes?

ShadowPlan helps users:

After failing in multiple startups and product, I am building Numberhill.com and It is showing great trascation, in just 1 week our visitors has reached more than 2k. NumerHill Analytics helps to See exactly which marketing channels bring paying customers. NumberHill connects your web analytics to Stripe, LemonSqueezy, Polar, Shopify and Dodo Payments. then, The whole journey of when your customers first see your brand to when they never return or paid for your service can be tracked.

Day 8 of sharing Crowned http://crowned.wtf
Liked the dynamics of http://outbid.lol, so I built Crowned with utility for founders and creators.
A fun way to put your project in front of fellow builders:
Claim the throne with a micro-bid
Add your startup, project, or socials + pitch
Visitors see your link live for your reign
Stays archived forever in the Hall of Fame
Curious to see what you guys end up promoting on the throne!
Live here: http://crowned.wtf

Hey Product Hunt

New York Streets is a persistent crime RPG set in Prohibition-era New York. It plays in the browser, on desktop or phone.

Browser crime games have been around for twenty years, and most of them tell you what happened in a line of text: "You robbed the bank. +$500." I wanted to see it. So every crime and every fight in New York Streets ends in a short cut scene: your own character walks onto a rainy street, and the action is told in painted pictures. A wallet thrown into a puddle. A knife catching the gaslight.

What you can do:

Honest question for anyone building: is your own company a customer of your product?

In April I made that rule for us. I build a social media scheduler, and until then our own accounts were run the way everyone's are: five composer tabs, the same caption pasted five times, LinkedIn posted "when I remembered". Since mid-April every weekday post on our LinkedIn, X, Bluesky, and Threads has gone out through the product itself, and I haven't opened a composer since.

Two things surprised me.

First, dogfooding turned out to be our best QA. When a platform changes its API, our own morning post breaks before any customer's does. We've caught real publish bugs hours before a support ticket could have existed.

I m building NIKA AI Trading Lab around a simple principle:

Don t trust a strategy. Verify it.

A clean equity curve can still be wrong, so before trusting a backtest I m focusing on four checks:

1. What data was used?

Hi Product Hunt!

I'm Mehmet Ali, an indie developer from Turkey. I'm building Unutma an app that helps you stop asking yourself "did I lock the door?" at 3 AM.

The idea came from my own experience: too many mornings spent worrying about things I might have forgotten. I wanted a simple, calm app that remembers everything so my brain doesn't have to. One tap to log "locked the door," "took my medicine," "unplugged the iron" with timestamps, streaks, and optional location. No clutter, no stress.

Unutma also includes a password vault, todo lists, journaling, and more all in one place. It's live on Google Play and coming to the App Store soon.

I ve been working on iLikePDF, a browser-based PDF and image toolkit, and while building it I kept noticing the same trade-offs across existing tools: too many steps, signup walls, confusing interfaces, weak mobile UX, or limited free usage.

I m curious how other makers and users think about this space.

When you use PDF or image tools, what matters most to you?

• Speed

• Privacy

• No signup

• Better mobile experience

• More conversion formats

• Higher compression quality

• Simpler interface