Hey PH I'm Akshay, co-founder of Dots.

Every product team I talk to is drowning in qualitative feedback support tickets, NPS comments, app reviews, user interviews. It either gets ignored because there's too much of it, or run through an AI summarizer that spits out a paragraph nobody fully trusts.

Quant has gotten all the tooling love Mixpanel, Amplitude, dashboards everywhere. Qual is still the afterthought, even though it's usually the why behind the what. Dots aggregates feedback across channels into insights that trace back to the real ticket, review, or conversation they came from. No black box.

We're pre-launch, working hands-on with a handful of early Indian product teams right now mostly Series A/B consumer apps. One thing we're still figuring out: who actually drives this inside a company. We assumed PM, but it's turning out to be messier sometimes a founder, sometimes ops, sometimes whoever's closest to the support inbox.

Hey Product Hunt I'm Sathish, founder of VibeLevel.ai

I'm an AI/ML Engineering Leader & Builder most recently Director of Generative AI at PayPal, where I shipped a multi-agent developer assistant serving 4,000+ engineers, AI Gateway similar to ChatGPT Enterprise and inhour version of Thoughspot( Conv BI). I filled patent in 2024 in multi-agent architecture and Advanced RAG systems

The problem I kept running into at enterprise scale: hiring people who can actually build with AI is nearly impossible because no one has a reliable way to measure it.

Hey everyone, Joe here.

I'm the founder of GroundScore. I spent years watching small business owners obsess over Google rankings while something bigger crept up on them: when people ask ChatGPT or Perplexity "who should I hire", it just names someone. Most owners have no idea whether that name is theirs or a competitor's. The ones I scanned mostly weren't mentioned at all.

I'm Risvan, solo founder building Rismon.ai .

The problem I kept running into: I'd describe an idea to Lovable, it would build something close, I'd ship it, and discover weeks later that something critical wasn't working the way I meant. Paywalls that existed in the UI but not in the logic. Admin pages open to anyone. Features on my homepage that weren't actually in the code. No tool was asking the right question: does your code match what you meant to build? So I built Rismon. You connect your GitHub, answer 3 plain English questions about your business, and get a report in 90 seconds showing every gap with the exact file, line number, and a copy-paste fix prompt.

Do you think vibe coders need rismon?

Hi Product Hunt community

I'm a developer building ToolsFusion a collection of free

browser-side tools for developers, freelancers, and small

businesses. Stripe fee calculators, invoice generator, AI token

Hey everyone

I ve been part of the Product Hunt community for a while, mostly exploring and learning from all the amazing products here.

Recently, I started building something of my own still figuring things out, making mistakes, and improving along the way.

Excited to finally share and be a small part of this community as a maker

Hey Product Hunt

Came across a tool called Pixizen and thought it might be interesting for people working in eCommerce, marketing, or content creation.

It s an AI-powered platform that focuses on generating product promo videos, voiceovers, and ad creatives from simple inputs like product images and text.

From what I understand, the idea is to reduce the time needed to create marketing content so sellers and marketers can produce more variations for testing and campaigns without heavy editing work.

Hi Product Hunt!

I m excited to introduce Aarogya Naturals, a health and wellness brand built around a simple idea:

Can we combine the wisdom of nature with modern scientific thinking to create better everyday wellness products?

That question is at the heart of what we re building.

Hi guys, I'm new here. I discovered producthunt through a reddit thread and I'm thankful to have found this platform. I already found a few tools to add to my stack.
I made logomesh.dev with a friend for Berkeley RDI's AgentBeats competition and it won 1st in software testing. We're pivoting to launch this as a github app that runs your PR in a sandbox and only comments if it catches a bug.

I could honestly use some help with framing and asking for feedback. I'm still browsing this platform; for those who have showcased their products here, where should I start when I self-promote?