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How to find app ideas people actually need

· Early AF

Solo builders don’t usually fail because they can’t ship. They fail because they spend months on a cool idea that never showed up as a real, recurring problem in the wild.

This post is a method for finding app ideas people actually need — before you write code. It is written for solo app builders, not agencies or general marketers. Soft product note at the end; the method stands alone.

Discovery beats invention

You don’t invent demand. You find repeated firsthand complaints and workarounds, then decide whether you can run a first experiment.

Lists of “100 SaaS ideas” are invention theater. What you want instead is dated evidence: who said what, when, and with what consequence.

Where to look

1. App Store and Play reviews (1–2 stars)

Pick a category you might build in. Read critical reviews across several apps. When the same complaint appears in unrelated apps, that is a signal worth noting — not yet a build order.

2. Reddit and founder communities

Search for phrases people use when they are stuck: “wish there was,” “looking for a tool,” “frustrated with,” “is there anything that…”. Read comments as carefully as posts. Patterns across threads matter more than one viral rant.

3. Workarounds

Spreadsheets, Zapier glue, manual DMs, copy-paste rituals — people already paying with time. A painful workaround is often stronger evidence than a polite survey answer.

4. Search and trends (with a hard limit)

Search interest ≠ willingness to pay. Rising queries can mean curiosity, homework, or a problem people will not buy a fix for. Treat trends as context, never as a green light by themselves.

An evidence bar (use this before you commit)

Borrow these rules before you fall in love with a direction:

  • Separate observation (“three founders described X”) from recommendation (“you should build Y”).
  • Prefer independent firsthand reports. Dates and provenance matter.
  • A complaint alone is not a build recommendation.
  • Rule of thumb (not magic): look for recurrence across conversations and a concrete consequence; prefer recent signals.

If you cannot write the evidence in one paragraph without inventing numbers, you are not ready to build.

Solo-builder filter

Even a real problem may not be yours. Ask:

  • Can I ship a useful first version with my skills and time?
  • Do I know where these people already talk?
  • What is the smallest marketing experiment that would tell me if anyone cares?

Useful research can still be useful research even when the answer is “not for me.”

Checklist

Before you open a repo:

  1. Name the problem in one sentence.
  2. List at least a few independent, dated observations (reviews, threads, workarounds).
  3. Note the consequence (time, money, risk, embarrassment).
  4. Decide your first experiment — not your five-year roadmap.
  5. Only then write code or CTAs.

Soft product bridge (honest wedge)

earlyaf. is market research and marketing guidance for solo app builders: find realistic opportunities, understand markets from dated evidence, and decide how to reach customers.

Public wedge today: a free reviewed daily idea, plus a path from research toward a first marketing experiment. Reply Radar (a separate surface) listens, scores, and queues Reddit/X posts that may be worth a manual reply — it does not auto-reply or run outreach.

If you want a concrete place to start: Find ideas for my audience or open the free daily idea when it is live on earlyaf.ai.

FAQ

What’s the difference between an idea list and market research?

An idea list is invention. Market research is collecting dated evidence about problems, audiences, and reach — then deciding what (if anything) to build or test.

How many complaints before it’s worth investigating?

There is no magic number. Prefer recurrence across independent conversations plus a clear consequence. One viral post is a story; a pattern is a lead.

Is search volume enough to build?

No. Search interest is not willingness to pay. Pair it with firsthand complaints, workarounds, or competitor review patterns.

How is this different from browsing idea catalogs?

Catalogs are useful for ambient inspiration. This method is about evidence → decision → first experiment. Early AF’s wedge is the research habit and a free daily idea — not a claim that we replace a full marketing hire or suite.

Draft for /blog. Keep draft: true until Robby / Ops Hub says publish. Honest wedge only — no hub, agency, auto-listen, or invented volume claims.