A tool once handed me a cheerful score on a product I already knew was crowded. I opened Amazon anyway. Page one was the same object, hundreds of reviews deep, at a price that left no room for a real box. The score had never looked at the shelf.
Search like a shopper, then read like a buyer
Type the words a person would type when they already know the job. Not your internal nickname. If you sell a mixing-bowl lid, search “mixing bowl lid,” then the words those listings use in their titles. Save only the results that do the same job.
A cheaper silicone mat is not a competitor just because it is silicone. I have seen research decks full of those. They make the niche look huge and the price look flexible. Neither is true for your object.
Ten listings, read slowly, have taught me more than a hundred rows of estimated sales. Estimated sales are a weather report. The listing is the store.
What I write down before I trust my memory
Memory flatters the listing you liked. A row does not. For each serious result I write the things a shopper can see without hunting.
Price
- Write this
- What people actually pay
- The trap
- A coupon or a variation hides it
Reviews
- Write this
- Count and the star rating
- The trap
- A few hundred reviews is a full shelf
Main photo
- Write this
- Can you name the product when it is tiny?
- The trap
- Pretty and unclear is still unclear
First bullets
- Write this
- The promise, and the proof next to it
- The trap
- “Premium” with no fact
Choices
- Write this
- Sizes, colors, packs
- The trap
- One “simple” item is often a family
| Look at | Write this | The trap |
|---|---|---|
| Price | What people actually pay | A coupon or a variation hides it |
| Reviews | Count and the star rating | A few hundred reviews is a full shelf |
| Main photo | Can you name the product when it is tiny? | Pretty and unclear is still unclear |
| First bullets | The promise, and the proof next to it | “Premium” with no fact |
| Choices | Sizes, colors, packs | One “simple” item is often a family |
The bad reviews are the product brief
I sort low stars and recent reviews, and I look for the sentence that repeats. Breaks in a month. Smells like chemicals. Does not fit the bowl it claims to fit. One angry person is a story. Eight people saying the same thing is a requirement.
Example only. Your numbers will be different.
Praise is useful when it is specific. “The clip does not pop off in the dishwasher” is a feature you can ask a factory to match. “Love it” is not. I copy the specific lines into the requirement list. That list is what I take into costing, and later into a sample request.
Crowded and empty are both easy to misread
A shelf is crowded in a way that matters when page one is full of listings with deep reviews, similar prices, and no obvious failure. You can still enter. Your reason has to be visible in the main photo. “I will run ads” is not a difference a shopper can see.
An empty page is not a gift. Sometimes nobody searches for the thing. Sometimes the product is hard, regulated, or returned so often that serious sellers left. Check the nearby words. Read reviews on the closest product. I have walked away from “open” niches that were open because the item arrived crushed.
Page one is established brands
- What it often means
- Shoppers already have a default
- What I do next
- Find a difference they can see
Almost no listings
- What it often means
- Demand may be thin
- What I do next
- Try the words next door
Listings exist, reviews are harsh
- What it often means
- The product is hard to make well
- What I do next
- Read the failure before you fall in love
Every listing says the same thing
- What it often means
- The shelf looks identical
- What I do next
- Your first bullet has to earn its place
| What you see | What it often means | What I do next |
|---|---|---|
| Page one is established brands | Shoppers already have a default | Find a difference they can see |
| Almost no listings | Demand may be thin | Try the words next door |
| Listings exist, reviews are harsh | The product is hard to make well | Read the failure before you fall in love |
| Every listing says the same thing | The shelf looks identical | Your first bullet has to earn its place |
Finish with two short lists. What you must match so a shopper does not bounce. What complaint you are willing to fix. If you cannot name three listings that do the same job, you have not read the shelf yet. Search again. Do not move on to a factory while that is still fuzzy.
This is the same path we run in the Amazon Selling System. You approve the product, the factory, and the launch. We do the work.