The tools I actually run my stores with, the accounts I study every day, and the one calculator that tells you if a product is really converting. Everything in one place.
This tells you if a product actually converts, not just gets views. Test-order their cheapest item, read the order number off the email, and drop the numbers in. It does the math the way I do it in my head.
These are 47 real accounts pulled from a corpus of 160 winning videos and 288 million plays. Every one of them has actually printed. Pick the niche you want to run, open the accounts, and like, save and watch a few videos from each. Do that for ten minutes a day on each platform and your feed turns into a product-research machine.
Dog owners are the most passionate buyers online. The winners lean on cuteness, a borrowed conflict with the dog, or a problem every owner recognises. @theruffwind did 3.8M plays off 3,062 followers, which is 1,244 views per follower.
The single biggest video in the whole corpus is here: @pawlyprints did 50,683,671 plays on cat paw print slippers, off 36,289 followers. Cat products sell to two audiences at once, the owner and whoever is buying them a gift.
Parents buy fast and gift constantly. Glow-in-the-dark and costume products do disproportionately well: @fossilsnug hit 15.1M on a glow dinosaur skeleton plush. Note the pattern, the buyer is the parent but the hook is aimed at how the kid reacts.
Car and man-cave buyers respond to humour and borrowed conflict, usually a partner reacting badly to the purchase. @grinride did 12.6M on a scary-face headrest cover. @chopperfan.ops is the helicopter ceiling fan, 5.5M, and it is fully AI generated with four visible artifacts.
Horror is a year-round identity, not just an October niche. The winners attach a licensed or instantly recognisable villain to an ordinary household object. That recognisable identity is doing the work, the handmade angle is only proof it is real.
The strongest measured signal in the whole corpus: videos whose payoff lands a laugh sit about 2.2x above their own account's baseline, and humour beat non-humour in 8 of the 9 accounts that ran both. Shock and pure transformation both underperform. Write for the laugh.
@the.norven is the second biggest in the corpus at 35.6M plays off 18,088 followers, which is 1,966 views per follower. Fandom and identity products dominate. The buyer is very often not the wearer, it is someone buying them a gift.
Handmade converts attention fine, but in this corpus it has never produced a mega hit. The handmade-first accounts have 199 to 211 posts each and their best-ever video clusters between 1.0M and 2.5M, while 11 of 25 comparable non-handmade accounts cleared 2.5M. Every handmade video here that cleared 1M carried a second, non-handmade hook, a licensed character or a horror identity. So lead with an identity people already love, and let handmade be the proof it is real, never the hook itself.
Study the pages, not just the videos. This is what a converting product page in this niche actually looks like.