GOTU is an impact research and technology company. We utilize VOC results to improve our content and technologies (app and AI) we're building.

Current VOC: We re building the 2026 GOTU State of Survivorship Report and we need your help.

Here's what vibe coding actually looked like in practice. What AI handled well ~70% of boilerplate on first pass navigation, state management, notification scheduling. I described the architecture in plain language, got working code back. Content generation, App Store copy drafts, edge case surfacing. That part felt like flow. Where the vibe broke: judgment calls AI suggested a standard onboarding. Generic, functional, wrong. Good UX requires knowing why someone opens an affirmation app at 7am what emotional state they're in, what friction kills the habit before it forms. Scrapped it. Built from scratch. Same with notifications.

I built SkillForge - a tool that turns screen recordings into reusable AI agent skills.

**The Problem:**

Creating browser automation scripts is tedious. You inspect elements, write selectors, handle edge cases, and maintain code as websites change.

Hey Product Hunt!

I m Enes, a solo developer, and I m currently building CrunchSave. I m tackling a problem that every SaaS founder hates but often ignores: Passive Churn (Failed Payments).

Most tools out there just send the same boring "Update your card" emails. I m building something different. CrunchSave uses AI Policies to personalize the recovery flow based on customer LTV and the specific reason the payment failed.

The Beta is opening very soon!

The Problem

Solo queuing is broken. You're ranked, focused, and ready to climb but you're getting matched with players who don't communicate, don't coordinate, and don't care about winning. Existing Discord servers and LFG subreddits are noisy, unfiltered, and slow. There's no intelligent layer connecting competitive players based on what actually matters: rank, role, playstyle, and availability.

Introducing Queue.gg

Queue.gg is a matchmaking platform built specifically for competitive gamers who are serious about ranked play. Instead of scrolling through hundreds of unqualified LFG posts, Queue.gg surfaces compatible teammates based on your skill tier, preferred roles, and game schedule so you spend less time searching and more time winning.

I kept abandoning every Pomodoro timer I tried.

Not because I lacked discipline. Because I have ADHD, and the standard 25-minute rigid countdown made my brain revolt. Every. Single. Time.

So I built the timer I actually needed: pomodorotimer.vip

Yesterday I shared data from 50,000+ AI answers. Today I'm giving you the exact audit process we use at Rankfender the same one we've run for 500+ brands.

Here's the hard truth: 78% of brands are completely invisible in AI answers. They spend thousands on SEO but never check if ChatGPT, Google SGE, or Perplexity actually mention them.

Don't be one of them.

This 30-minute audit will show you exactly where you stand and exactly what to do next.

P3 is a credit layer for Web3 : verified actions better rates.

Stack-wise we re mixing on-chain contracts with off-chain verification + scoring, exposed through a lender portal and API.

If you re a dev: what endpoints would you want first?

We recently ran Rentgen against a simple production API endpoint responsible for updating a child profile.

No fuzzing. No custom scripts. No red team setup.

Just a real captured request and automated structural testing.