Every week an AI launch shows up claiming "10x faster" or "beats every benchmark". Some of it is real. A lot isn't. Finding out costs 20-30 minutes of digging through benchmark tables and dev threads.

So I built Reality Filter. You paste in a launch and get one verdict: worth trying now, watch later, too early, or mostly fog machine - plus a fog meter for how much of the claim is still unproven. Every verdict names its sources: real benchmark numbers, named reviewers, actual user reports. Never "reports suggest".

I built BabyPercent, a free browser-based baby growth percentile calculator for parents who want to understand weight, length, and head-circumference charts before a pediatric visit.

The product boundary is important: a percentile is a comparison, not a grade, and the trend across visits matters more than one isolated number. The tool is educational and does not diagnose.

Most AI tools answer your question from a single perspective. But startup decisions are rarely that simple.

When evaluating an idea, founders need to think about:

Market opportunity

Why is GST invoicing still so painful in India?

I spent months talking to Indian freelancers, consultants, and small business owners before building GSTMaker. One question kept coming up:

"Why does something as simple as sending an invoice take 20 minutes?"

Here's what I found:

Hey everyone! I've been working on a side project called Pandio and would really appreciate some help testing it before launch.

What it does: You paste a YouTube video link the AI watches it, breaks it into bite-sized sections then teaches you the content step by step on a whiteboard with voice, like a real tutor. At the end, you get a quiz and flashcards to review.

How it works:

Hey everyone

Quick question - where do your family memories actually live?

We've all hit the iLoveIMG signup wall at the worst possible moment.

ihateimg.in is the alternative I built out of frustration a completely free image toolkit that never asks you to create an account, never shows you an ad, and never locks a feature behind a paywall.

What you can do:

• Crop trim your image exactly how you want

• Resize custom dimensions in pixels or percentage

• Compress reduce file size without killing quality

• Watermark add text or image watermarks in seconds

• Upscale increase resolution without heavy blur

Hey PH, looking for some feedback for a new product I'm building with @austin_kranc. We want to know if this software would be helpful for your workflow

If you've run influencer campaigns, you know the video isn't the problem. It's 60 seconds long, you watch it, done.

Road to 1,000,000 #Votap users Day 59 | Current: 1288

Hey Product Hunt community!

I just open-sourced ARIA under the BSL 1.1 license: a voice-native, air-gapped 3D spatial AI SOC (Security Operations Center) cockpit.
Enterprise data sovereignty regulations in regions like the GCC strictly prohibit banks, government entities, and defense contractors from piping internal threat telemetry into cloud-hosted LLM endpoints. On top of that, standard security dashboards are static, text-heavy relics built in the 2010s that overwhelm analysts during live breaches.

What makes ARIA different:

1. Zero Third-Party Dependency: It runs fully local and air-gapped on open-weights models (Ollama/vLLM with Qwen). No telemetry ever leaves the local network.

2. Real-Time 2-Way Interruptible Voice: You can literally hit "Discuss" and have a live audio war room debate with the system to evaluate blast radius or pivot containment strategies mid-sentence.

3. The "Trust Ladder": Deterministic guardrails so routine tasks are automated, but critical network actions enforce human-in-the-loop signoff.