For makers 6 min read

What 125 indie product taglines have in common

We sorted every builder's tagline on Shipfolks by hand. A third only name the category, one in seven says something only that product does, and "AI" is in 28% of them.

Of 125 taglines written by independent builders on Shipfolks, 43 only name a category, 43 describe the job the product does, 18 say something specific that only that product does, and 16 are slogans that could sit on anything. The 18 specific ones are the ones you still remember after closing the tab.

A tagline is the one line most people read before deciding whether to read anything else. It is also the line most builders write last, in a hurry, in the submit form. So we read all of them, sorted them, and looked for what separates the ones that tell you something from the ones that do not.

What we counted

Every tagline on a builder's project on Shipfolks, counted on 11 October 2026: 125 in total. The products we added to the directory ourselves (tools like Supabase and Linear) are left out, because their taglines were written by companies with marketing teams and would skew the comparison.

Each tagline was sorted by hand into one of the kinds below. That is a judgement call, and a few could go either way, so treat the counts as a fair picture rather than a measurement to two decimal places.

One thing this cannot tell you is which kind gets more clicks. Until October our page-view counts included every crawler that visited, as our bot count showed, so any "taglines like this get more views" claim from our data would be invented. This is about what a reader learns, not what converts.

Four kinds of tagline

KindWhat it doesCountShare
LabelNames the category4334%
JobSays what it does for you4334%
HookSays what only this one does1814%
SloganCould describe anything1613%
Not a product lineClient work, services, a CV line54%

In made-up examples, so nobody's work is being picked on:

  • Label: "Habit tracker."
  • Job: "Track your habits and see your streaks."
  • Hook: "A habit tracker that needs a photo before it counts."
  • Slogan: "Become the best version of yourself!"

The label tells you which shelf it sits on. The job tells you why you might use it. Only the hook tells you why this one and not the other forty habit trackers.

The hooks, quoted

These are real, from builders on the site, and they are worth reading slowly:

  • "Miss your step goal and it follows you into tomorrow" (PaceDebt Pro)
  • "Records both cameras at once, so you're in the shot too" (DuoSee)
  • "Block apps until you read Quran" (Quran Lock)
  • "Subscribe to car washing in Saudi Arabia, and a driver comes to your car instead of you driving to a shop." (RedRamp)
  • "Upload a PDF, text, or image and chat with it - no sign-up" (Chat with Anything)
  • "Multilingual content engine that verifies quotes instead of trusting AI memory" (AI Engine)
  • "Run your inventory from your phone, no spreadsheets, no laptop required." (Mimi WMS)
  • "habit tracker with schedule and photo proof" (habitide)

What they share is a mechanism or a constraint. Follows you into tomorrow. Both cameras. Until you read. Instead of driving. No sign-up. Each one is a sentence that would be false about the nearest competitor, and that is the test.

The last example is the most useful one. "Habit tracker" is a label. Four more words, "with schedule and photo proof", turn it into a hook. The specific part is usually short.

Labels: a third stop at the category

Labels are the most common kind and the shortest: a median of six words, against eleven for hooks. "AI resume builder", "event manager", "workout tracker" and so on.

A label is not wrong. On an App Store listing, where the screenshots do the selling, it is often fine. But on a list of products, where the tagline is the only thing under the name, a label gives the reader nothing to choose with. They already guessed the category from the name.

The hooks are longer, and that is the cost of being specific: about five extra words. The App Store gives you 30 characters for a subtitle (Apple's product page guidance, checked in October 2026), so a hook often will not fit there. Put it in the first line of the description instead. Everywhere else, including a directory listing, you have the room.

"AI" is in 28% of them, mostly as a label

35 of the 125 taglines mention AI. 24 start with "AI" or "An AI", and "AI-powered" appears 11 times. Of the 35, 18 are labels: "AI" plus a noun, and nothing else.

In 2026 "AI-powered" tells the reader how something is built, not what it does for them, and when a third of a list says it, it stops distinguishing anything. The AI taglines that work say what the AI produces or replaces:

  • "AI fish identification and catch log for anglers"
  • "AI notes, quizzes & flashcards from any YouTube video"
  • "Multilingual content engine that verifies quotes instead of trusting AI memory"

The last one is the best of the set, and it is critical of AI.

Slogans, adjectives and exclamation marks

22 taglines lean on words a reader cannot check: fun, addictive, ultimate, easily, smart, modern. Six end with an exclamation mark. Games do this most, and "fun and addictive puzzle game" turns up in several shapes.

The problem is not that the words are false. It is that every product in the category can say them, so readers skip them. "Easily" is a promise the reader has heard from every app that turned out not to be easy.

Almost nobody says who it is for

Only 11 of the 120 taglines that describe a product name a group of people: anglers, families, couples, gig workers, pet professionals, travellers and hosts, people in recovery, refill agents for vending machines.

Those are some of the clearest lines on the site, because naming the person does half the work of a hook. "Paystub generator for gig workers and contractors" tells you in one read whether to keep going.

Rewriting yours in three steps

  1. Write the label. "Expense tracker." That is your starting point, not your answer.
  2. Add the one thing that would be false about a competitor. A mechanism, a constraint, or the person it is for. "Expense tracker for shared flats that splits a bill the moment it is paid."
  3. Delete every adjective you cannot prove. Smart, powerful, seamless, beautiful. If the product is beautiful, the screenshot will say so.

Then read it next to the five products a buyer would compare you with. If yours is the only line on that list that could not be swapped with another, you are done.

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