For YouTube, Shorts and TikTok creators
Find a video niche worth testing — and see the evidence.
WIN Studio reads real US YouTube and TikTok videos, channels and comments, scores the niche, and tells you which topic to make first and why. Then it turns that topic into a content plan, a script and a video draft.
1
Type a niche
A keyword you are thinking of building a channel around, e.g. “home cooking” or “true crime”.
2
See the score and the proof
Demand, momentum, competition and room for small channels — computed from real YouTube and TikTok videos and comments, each score linked to the videos behind it.
3
Pick a topic, get the plan
Three topics ranked by opportunity, the first video to make, cautions, then optional script, thumbnail and an MP4 video draft you can edit.
Not another “AI video tool”
- ✓Every score shows its evidence, so you can check it yourself
- ✓Formula scores (observed data) are kept separate from AI judgement
- ✓A clear warning when the data sample is thin
- ✓Built for new and small channels: is there room for you, not just “is it popular”
Sample · US market
home cooking
64/100 · WATCH
Home cooking is a huge, high-velocity US category, but the sample shows two extremes doing the winning and a large empty middle: spectacle cooking in a village (Village Cooking Channel, 6.6M–20M+ views per video) and pro-chef studio cooking (Nick's Kitchen, 2.5M–5.7M views). Both leave the same viewer stranded — one gives no measurements in English, the other assumes pro technique. That gap is where a solo US creator can win: take dishes people already watched 20 million times and make them actually cookable, and take everyday failures (dry chicken breast) and fix them with numbers instead of vibes. Comment evidence backs the language/measurement gap directly ('Understanding 0%, Enjoying 100%'), and the SAMUKICHI chicken-breast video (3.65M views from 435k subs, x8.4 outlier) shows a mid-size channel can break through on pure technique fixes. Marketing risk is low; the main hazards are food-safety accuracy, not reusing other creators' footage, and avoiding health claims.
Read the full report →
What the data is — and isn’t
US reports use YouTube search results for the US region (last 12 months, ranked by views), YouTube Shorts and TikTok US search results, and the top comments on those videos. Region ranking reflects what US viewers watch, so popular channels from other countries can appear. Each report lists how many videos, channels and comments it used and how confident the score is. Topic ideas, audience notes and cautions are AI judgement based on that evidence — always review before you publish.
Join the English beta
We are opening WIN Studio to a small group of English-speaking creators first. Tell us a little about you and we will email you an invite.
FAQ
- Which markets and platforms are supported?
- United States (English) and Vietnam. Long-form scores use YouTube; short-form scores use YouTube Shorts and TikTok. Facebook Reels is an estimate. Data is fetched when you score a niche and cached for up to 6 hours.
- Is it free?
- New accounts get free credits to score niches and make videos. International pricing in USD is being finalised during the beta.
- Is the app in English?
- Yes. Choose English and the app, the US-market reports and the generated content are in English, with English voice-overs. A few rare messages may still appear in Vietnamese — tell us and we fix them.