Generating a product video used to be the bottleneck. It is not any more. With Link to Video you can point at a listing and have a finished vertical clip before lunch, and with Viral Remake you can rebuild a proven structure around your own product in an afternoon.
Which moves the hard part somewhere else. If making ten videos costs almost nothing, the question stops being “can I make this” and becomes “should this product exist in my store at all.” That question has an answer, and it is not a feeling. It is five numbers, and you can read all of them before you film anything.
1. The price band, not the price
Look up your product category and write down the cheapest listing, the most expensive, and the middle. Not the average. The middle.
The reason is that most categories are secretly two categories. Search “resistance bands set” and you will find things selling for four dollars and things selling for sixty, and those are not competing products. One is a bag of rubber loops, the other is a handled set with a door anchor. Different buyer, different margin, different video.
If you price into the wrong half of a band, no hook saves you. The video will be fine and the product will not sell, and you will conclude that the creative failed when the positioning did.
What to do with it: decide which half you are in before you write the script. The cheap half sells on impulse and needs a fast visual payoff. The upper half sells on trust and needs a demonstration.
2. How many reviews the leader has
This is the entrenchment number, and it is the one most sellers skip.
If the top product in your category has over a hundred thousand reviews, you are not going to outrank it and you should stop planning to. That is not pessimism, it is arithmetic: review counts compound, and a listing with that history has years of accumulated ranking signal you cannot buy.
But read the middle of the list too. It is common to find the leader sitting at six figures of reviews while everything at the next price tier up is in the low tens of thousands. That is two orders of magnitude less entrenched, and it is where a new seller can actually land.
What to do with it: stop targeting the leader. Target the tier where the review counts are one hundredth of theirs.
3. Whether anyone new is getting in
Marketplace listings often carry a recent sales signal, things like “20K+ bought in past month” or, more usefully, “New in the past month” on a product that is already ranking.
That second one is the number that matters. A category where new listings appear inside the top results is a category that still admits newcomers. A category where every top result is three years old is closed, however good your video is.
What to do with it: if you cannot find a single recent entrant in the top results, pick a different product. The video was never the constraint there.
4. The adjacent search terms
Every marketplace and every platform search will suggest related phrasings alongside your term. Most people ignore them. They are the most useful thing on the page.
Run a search and read the suggestions together rather than one at a time. In a typical crowded category they sort into two groups: variations that segment by audience (“for women”, “for men”, “for beginners”) and variations that segment by use case (“for stretching”, “for travel”, “for small apartments”).
That pattern is not a coincidence. It is what an entrenched category looks like from the outside. The main term belongs to the incumbent, and the demand that is still available has already sorted itself by who is buying and what for.
What to do with it: pick one of those segments and make the video for that person specifically. “Resistance bands” is a product. “Resistance bands you can pack in a carry on” is a video.
5. What buyers complain about
The last number is not a number, it is a pattern, and it is the cheapest script you will ever get.
Products in your category already have reviews, and the negative ones say precisely what is wrong with the current options. Not what a marketer thinks is wrong. What buyers who spent money and were disappointed actually wrote.
Read the two and three star reviews rather than the one star ones. One star reviews are usually shipping complaints and are noise. Two and three star reviews are people who wanted to like the product and are explaining exactly where it fell short, which is your product’s opening if you can honestly say you fixed it.
What to do with it: take the most common complaint and open the video with it. That is a hook nobody had to invent.
Where to get these numbers
You can gather all five by hand. Open the marketplace, search your term, scroll, take notes. For one product that takes twenty minutes and it works perfectly well.
It stops working at ten products, which is the point most sellers reach quickly, and that is where a data API replaces the scrolling. A social media scraping api returns the same public information as structured data you can put in a spreadsheet, and the same idea applies on the platform side: a tiktok scraper will tell you what is already working in a category rather than making you scroll through it.
Monid is one way to reach those without signing up to a different vendor for each one, which matters when you are checking five different things about a product. Whichever route you take, the point is the same: the numbers exist and they are public, and reading them takes minutes.
The rule
Making the video got cheap. Choosing the product did not.
Before you brief anything, look up the price band, the leader’s review count, whether newcomers are getting in, the adjacent terms, and the two star reviews. If the band is wide and the middle is soft and somebody new landed last month, make the video. If the leader has a hundred thousand reviews and nothing new has ranked in a year, save the afternoon.
Then let Oumomo handle the part that is genuinely fast now.
—