Views are the wrong label
Every short-form tool learns from something. Almost all of them learn from views, because views are the one number every platform hands over for free. That choice quietly decides what the tool gets good at, and it is usually not what the business wanted.
A model becomes whatever you grade it on
If you score posts by views, the system that writes them will drift toward whatever earns views in your niche: broader hooks, bigger claims, trends that have nothing to do with your product. Each step is locally rational. The result is an account that grows while the business doesn't, and a dashboard that looks like success.
The failure isn't that views are wrong. It's that they're a label for distribution, and you're using it as a label for demand. A post that does 200,000 views among people who will never buy beats, on views, a post that did 4,000 among people who will.
Why everyone uses views anyway
Because the better label is expensive to get. An organic post produces no ad click, so ad-platform reporting never sees it. To know which post produced a customer you need three things in place before the post goes live:
- A unique destination per post, not per campaign. One link per campaign collapses exactly the signal you want.
- That click carried through to checkout, so the payment can be tied back to the link.
- The payment joined to the post in a place the content system can read.
Miss any of them and the revenue lands in an "organic" bucket nobody can split after the fact. We wrote up where this breaks for apps.
What changes when the label changes
When the grade is revenue, a few things happen that don't happen with views:
- Narrow wins. A post aimed squarely at your buyer can lose on reach and still be the best post you made.
- Claims get careful. Overpromising earns views and refunds. Graded on revenue, it stops looking like a win.
- Experiments become readable. If the hook varies while the visual stays fixed, a revenue difference tells you which message sold.
The honest limits
Click-level revenue understates reality. People watch on one device and buy on another, or search your name two days later. So treat per-post revenue as a ranking signal (this hook beats that one), not as an audit of everything your content caused. The ranking is what a content system needs to get better. The audit is a different problem.
Where Scaler sits
This is the bet Scaler is built on: every post gets its own tracked destination, clicks are joined to Stripe or RevenueCat, and the next round is generated against what converted rather than what was watched. How the loop works.
Frequently asked
Are views useless?
No. They're a cheap, fast signal that distribution happened. They're a poor signal of whether the right people saw the post, which is what a business needs to know.
What should we measure instead?
Revenue per post where you can get it: a tracked link per post, joined to billing. Where you can't, clicks per post are a better proxy than views.