Potto went viral on TikTok. Here is what the App Store did about it

A two month old meal planner from a solo developer picked up on TikTok and collected 1,145 ratings. We measured where it actually ranks in App Store search, and found it losing terms to apps with four ratings. The reason is not size, and it is fixable in thirty characters.

Potto is a meal planner that asks for your supermarket, your weekly budget and your dietary needs, then returns a week of meals and a shopping list. It was released on 12 June 2026 by a solo developer, it is iOS only, and by mid August it had 1,145 ratings at 4.62 stars. It is free, with a single in-app purchase called Potto Unlimited at $9.99.

It picked up on TikTok, which is the part everyone can see. What nobody had checked is whether any of that reached App Store search, so we measured it on 12 August 2026.

Where it actually ranks

The pattern looks like the usual one: a new app doing better on long specific phrases than on the big generic terms owned by incumbents. Read the last column though. The term Potto does best on is held by an app with 1,364 ratings, which is roughly its own size. That reading is wrong, and the field shows why.

Size is not what is keeping it out

Here is the top of "meal planner", the head term where Potto sits 48th, with the rating count of each app holding the position:

The app in second place has 910 ratings. Potto has 1,145. Third and fourth place have 1,364 and 1,742, which is the same neighbourhood. Whatever is separating Potto from the top of this term, it is not that the incumbents are too big, because three of the four apps above the giants are its size.

The term where this gets obvious

"Budget meals" is the clearest case, because Potto is built around budget and describes itself that way. Here is who holds it:

An app with four ratings is thirteen places above an app with 1,145. That cannot be about authority, reputation or download volume, because on every one of those measures Potto wins by two orders of magnitude.

What those apps have that Potto does not

Carby: Budget Meal Planner. Kitchen Crew: Budget Meals. CostBite: Budget Meals Tracker. Budget Bites: Meal Planner. Every app above Potto for "budget meals" has the word budget in its name. Potto is called "Potto: Meal Planner & Recipes".

The same holds one term over. "Weekly meal plan" is held at number one by an app called "Meal Planner & Weekly Menu", with 1,364 ratings, which carries the word weekly. Potto does not, and ranks 14th.

The thirty characters

Apple indexes three fields: a 30 character name, a 30 character subtitle and a hidden 100 character keyword field. Potto spends its name like this:

That is not a bad name. It is a considered one, and the category words are the right category words. But the 24 characters it spends are on the most contested terms in the space, where an app with 273,823 ratings is sitting, and it spends none on the specific terms where the field is wide open and being held by apps with single digit rating counts.

Compare "Meal Planner & Weekly Menu", which gives all 26 of its characters to searchable words and none to a brand, and is number one for a term Potto is 14th for.

Was the TikTok run worth it, then

Yes, and this is the part worth being careful about. Going viral on a social platform and ranking in store search are different wins with different mechanics. One brings people who already know the name; the other catches people who do not. Potto ranks first for "potto", so the traffic from TikTok lands correctly. The ratings it collected are real and they are what makes the terms above reachable at all.

What the numbers say is that the second channel is still switched off, and that switching it on is a metadata decision rather than a growth problem.

What it might be earning, and how much to trust that

We ran Potto through our own revenue model. It returns a figure, and it returns the reasons not to lean on that figure too hard, which is the part usually left out of numbers like this.

The range is the honest part. It runs from half the midpoint to twice it, because the model has no measured install rate to work from yet. With no tracking history it falls back to a lifetime average: roughly 76,000 estimated installs spread across two months. That averages away the TikTok spike and whatever followed it, which for an app whose whole story is a spike is exactly the wrong shape.

The model says so itself rather than making the reader work it out. It labels the basis lifetime average, marks the confidence very low, and states that a measured rate replaces it once the same app has been captured twice about a day apart. We started tracking Potto on 12 August, so that swap happens on the 13th, and the range tightens from there as the history grows.

What to take from it

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