ViewSleuth analyzes millions of YouTube Shorts to find viral niches by growth velocity, not just view count. Get a Niche Health Score, AI Channel Audits, and a sortable Viral Shorts table ranked by View-to-Subscriber ratio. New: a Growth Guide checklist walks you through YouTube's actual monetization rules, safe content practices, and retention techniques — from your first search to your first payout. Free to try. Pro at $19/mo.
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Maker
📌
I built ViewSleuth after analyzing 10,000 Shorts. Most aspiring creators waste hours finding niches. This tool does it in 60 seconds.
Here's what you get:
🎯 Search any topic → ranked videos & outliers
📊 AI niche scores + channel audits
📈 Growth velocity metrics
💾 Save & export reports
Report
Maker
Hey Product Hunt 👋
Maker here. I built ViewSleuth after watching too many creators (myself included) throw content at the wall hoping something sticks — no real way to know if a niche was saturated, and no clear path from "good idea"
to "actually monetized."
The core insight: subscriber count and view count don't tell you if a niche has room. View-to-Subscriber ratio does — it surfaces channels punching way above their weight, which is the real signal of an underexploited niche.
The thing I kept hearing from creators, though, wasn't just "help me find an idea" — it was "I don't know if I'm about to get flagged or demonetized." So we added a Growth Guide: a checklist that walks you through YouTube's actual monetization requirements (they've changed a lot — most guides online are outdated), safe content practices, and
audience retention techniques that stay fully within guidelines.
A few things I'd love feedback on:
- Is the Niche Health Score intuitive at a glance, or does it need more explanation?
- Does the Growth Guide feel like a natural extension, or would you rather it be a separate product?
Happy to answer anything about how the AI audits or scoring work under the hood.
Thanks for checking it out! 🚀
Report
Maker
ViewSleuth analyzes millions of YouTube Shorts to help creators find viral niches — then guides you all the way to your first payout, without getting flagged along the way.
🔍 Discovery Engine — search any topic and get instant channel matches ranked by growth velocity, not just subscriber count. "Perfect Channel Matches" surfaces the 3 best opportunities in seconds.
📊 Niche Health Score — every search returns an Opportunity Score, Explosive Rate, and competition breakdown, so you know if a niche is still open or already saturated.
🎯 AI Channel Audits — one-click AI analysis of any channel's growth pattern, explaining why it's working in plain language.
⭐ Viral Shorts Table — sorted by View-to-Subscriber ratio, so you spot outlier videos punching above their subscriber weight.
✅ Channel Growth Guide (new) — an interactive checklist that walks you through setting up your channel correctly, staying inside YouTube's monetization guidelines, keeping viewers watching, and hitting every milestone on the road to your first payout — with progress tracking so you always know what's next.
Most tools stop at "here's a good niche." ViewSleuth stays with you until you're actually earning.
Free to try. Pro at $19/month for unlimited hunts, AI audits, and the full Growth Guide.
Hey Product Hunt 👋
Maker here. I built ViewSleuth after watching too many creators (myself included) throw content at the wall hoping something sticks — no real way to know if a niche was saturated, and no clear path from "good idea"
to "actually monetized."
The core insight: subscriber count and view count don't tell you if a niche has room. View-to-Subscriber ratio does — it surfaces channels punching way above their weight, which is the real signal of an underexploited niche.
The thing I kept hearing from creators, though, wasn't just "help me find an idea" — it was "I don't know if I'm about to get flagged or demonetized." So we added a Growth Guide: a checklist that walks you through YouTube's actual monetization requirements (they've changed a lot — most guides online are outdated), safe content practices, and
audience retention techniques that stay fully within guidelines.
A few things I'd love feedback on:
- Is the Niche Health Score intuitive at a glance, or does it need more explanation?
- Does the Growth Guide feel like a natural extension, or would you rather it be a separate product?
Happy to answer anything about how the AI audits or scoring work under the hood.
Thanks for checking it out! 🚀
ViewSleuth analyzes millions of YouTube Shorts to help creators find viral niches — then guides you all the way to your first payout, without getting flagged along the way.
🔍 Discovery Engine — search any topic and get instant channel matches ranked by growth velocity, not just subscriber count. "Perfect Channel Matches" surfaces the 3 best opportunities in seconds.
📊 Niche Health Score — every search returns an Opportunity Score, Explosive Rate, and competition breakdown, so you know if a niche is still open or already saturated.
🎯 AI Channel Audits — one-click AI analysis of any channel's growth pattern, explaining why it's working in plain language.
⭐ Viral Shorts Table — sorted by View-to-Subscriber ratio, so you spot outlier videos punching above their subscriber weight.
✅ Channel Growth Guide (new) — an interactive checklist that walks you through setting up your channel correctly, staying inside YouTube's monetization guidelines, keeping viewers watching, and hitting every milestone on the road to your first payout — with progress tracking so you always know what's next.
Most tools stop at "here's a good niche." ViewSleuth stays with you until you're actually earning.
Free to try. Pro at $19/month for unlimited hunts, AI audits, and the full Growth Guide.