Platform
5 platforms
YouTube Long, YouTube Shorts, TikTok, Instagram Reels, and Facebook.
Pre-production video scoring
Test Your Video Idea Before You Create
Get a context-aware video score for your platform, niche, country, and content mode before you spend time filming, editing, or posting.
PreViral Score is a 0–100 pre-production estimate of how strong a video idea looks before you film or post. It reads your platform, niche, country, and content mode, then returns a score with a zone and a concrete next move.
No credit card required
57 niches5 platforms30 countries10 frameworks
Decision support, not a guarantee. Score estimates potential and your next move. It can't promise views, virality, rankings, or revenue.
Demo reportSample data · instant
3 camera angles for a clearer squat tutorial
Demo data only. You're looking at a full example report. Replay it to see how a score comes in.
This is a sample report using example data.
Platform
YouTube Shorts
Niche
Fitness & Workout
Country
United States
Mode
Human / Hybrid creator workflow
86
EXCELLENT
Excellent concept. Tighten pacing before creating.
10 scoring frameworks
The same 10 checks, every idea
Hook Power
The count-driven hook promises a specific viewer payoff.
Intro Framework
The opening can establish the tutorial pattern quickly.
Value Loops
Each camera angle can deliver a separate micro-payoff.
Strategic Ordering
The sequence moves from setup to visible correction cleanly.
Tension & Pacing
Middle pacing is the main improvement area before production.
Emotional Flow
The concept keeps the viewer oriented without overexplaining.
Payoff & Outro
A quick final comparison can make the payoff feel complete.
Metadata Optimization
Metadata can be more specific around beginner tutorial intent.
Psychology Triggers
The format reduces uncertainty by showing concrete choices.
Algorithm Alignment
The topic fits a short tutorial format with strong replay potential.
Strongest signal
Specific count, clear tutorial promise, and fast payoff make the idea easy to understand before the viewer scrolls.
Improve next
Tighten the middle pacing and show the first form fix sooner.
Projected improvement
Demo-only next move: sharper pacing could move this concept closer to the highest signal range.
Demo data only. Score reports in the app depend on your actual context and idea.
Score first
Most creators find out too late.
Creators usually learn too late whether the hook, niche fit, platform angle, and payoff were strong enough. PreViral moves that signal earlier so a video score can validate the idea while the idea is still easy to change.
Test the idea in seconds, not after a flop.
The creator workflow
Idea
Score
You are here
Create
Publish
Analytics
PreViral works at the Score step, before production. Post-production analytics only ever see what happened after you publish.
Context-aware scoring
One score, tuned to your exact context.
The same idea can score differently across YouTube Shorts, TikTok, Instagram Reels, Facebook, and YouTube Long. PreViral reads the idea inside its actual platform, niche, country, and content mode instead of giving generic advice.
Niche
57 niches
Creator context changes what a strong hook, payoff, and angle mean.
Country
30 countries
Country context keeps the score from turning into generic advice.
Content mode
Human / Hybrid and Fully AI
Creator-led and fully AI-generated workflows are evaluated against the right expectations.
Frameworks
10 scoring frameworks
Hook, intro, value loops, pacing, payoff, metadata, psychology, and algorithm fit.
Improve before production
A score you can actually act on.
Use the score to turn a broad concept into a more specific next move. This is a demo illustration, not a promised score lift.
Original idea
Squat tips for beginners
58
AVERAGE
Hook is broad and the payoff is not specific enough.
Improved next move
3 form fixes that make a squat tutorial clearer
86
EXCELLENT
Specific count, faster transformation, and clearer payoff.
Inside every Score report
More than a number: each report combines a color zone, your platform, niche, country and mode, all 10 framework scores, the strongest signal, and the next improvement to consider before production.
Score and zone
Platform, niche, country, and mode
10 framework breakdown
Strongest signal
Improve next
A clear 'estimate, not a promise' note
Compare ideas
Score the ideas you're weighing. Make the one that earns it.
Score two ideas before you spend the afternoon creating the weaker one. Lower-scoring ideas are not failures; they are clearer candidates for revision.
Stronger pick
3 form fixes that make a squat tutorial clearer
86
EXCELLENT
Specific count, faster transformation, and clearer payoff.
Needs sharpening
My morning gym routine vlog
49
AVERAGE
A workable start that needs a sharper viewer promise.
Score ranges
Every range has a color and a next move.
Every Score report places your 0–100 score in one of five color zones, with clear color meaning and a caveat that the score is an estimate for decision support.
0-30
NEEDS WORK
Concept needs a clearer hook, audience, or payoff.
31-60
AVERAGE
Usable starting point, but likely needs sharper positioning.
61-80
GOOD
Promising concept with specific improvements available.
81-90
EXCELLENT
Strong concept with clear context fit.
91-100
VIRAL READY
Highest signal zone, still not a guarantee.
Each range is labelled and numbered. Color is never the only signal.
VIRAL READY is a zone label, not a guarantee. A score is an estimate for decision support.
Before analytics
Score comes before. Analytics comes after.
Score helps you decide what to make before production. Analytics explains what happened after you publish.
PreViral Score
Before you create
Tests the idea itself, from your concept and context, so you can choose and improve before a single minute is filmed.
- Runs before filming or posting
- Tests the idea, not the upload
- Helps you choose and improve the concept
- Works from platform, niche, country, and mode
Analytics
After you publish
Reviews performance data once a video is live. Useful for learning, but only after the hours are already spent.
- Runs after publishing
- Reviews performance data
- Explains what already happened
- Works from published results
You need both. They just answer different questions.
Test your next video idea before you create it
Start with a free account, score the idea in context, and decide what to make with less guesswork.
No credit card required
Estimates support decisions; creators still choose what to make.