What is Real Problem AI?

Real Problem AI is a curated directory of 100 real problems worth building an AI startup around. Each problem is scored honestly on severity, AI feasibility, market signal, and competition gap. We're for builders looking for what to build, not for ethics debates about AI.

What is the difference between Real Problem AI and AI ethics or AI risks indexes?

Real Problem AI catalogues problems AI can solve — productive, commercial opportunities for builders. AI ethics indexes catalogue problems with AI itself (bias, environmental cost, copyright, consciousness). Different intent, different audience: founders and indie hackers vs researchers and policy folks.

What should I build with AI in 2026?

Look for problems with high severity (it costs people hours, sleep, or revenue every week), high AI feasibility (LLMs, vision or voice are great at this today), strong market signal (Reddit threads + willingness to pay), and a clear competition gap (incumbents miss the same obvious thing). Real Problem AI scores 100 such problems for you on those four axes.

Where do Real Problem AI's startup ideas come from?

From three sources, scanned each cycle: 1) Reddit threads where people describe a real friction in their own words, 2) podcasts and talks of founders young builders trust (Nikhil Kamath, Aman Gupta, Ankur Warikoo, Raj Shamani, Andrej Karpathy, Greg Isenberg), and 3) a continuous 1,000+ source scan covering forums, app store reviews, regulator filings, and field interviews.

Is Real Problem AI free?

Yes. Browsing every problem, opening every score breakdown, raising your hand on a co-founder match, and the founder vault are all free. There is no paywall.

How is each problem scored?

Four axes, each 1-10, weighted: Problem Severity (30%), AI Feasibility (25%), Market Signal (25%), Competition Gap (20%). Weighted average is the Opportunity Score on each card. Only problems clearing 7.0+ make the live list.

Why does the Product Hunt homepage make every AI tool look like the same tool again?

With AI incorporated into nearly every new product launch, users say they're overwhelmed trying to keep up, unable to tell which of the daily flood of AI tools is actually worth trying.

Category: AI / Agents · Trend: LLM · Opportunity score: 5.2 / 10

What is the “Why does the Product Hunt homepage make every AI tool look like the same tool again?” problem in 2026?

With AI incorporated into nearly every new product launch, users say they're overwhelmed trying to keep up, unable to tell which of the daily flood of AI tools is actually worth trying.

Who has this problem?

Indie hackers and builders trying to track genuinely new AI tools worth adopting.

Recorded source context

Dataset source note: I feel overwhelmed by trying to keep up with all the AI products. I look at the Product Hunt home page and it seems like every product incorporates AI.

This note may summarize the referenced material rather than quote it verbatim. Source label: Product Hunt Discussion, Nichole Elizabeth DeMere, "How is everyone keeping up with all the AI products?" (reference).

Existing players in this space

Product Hunt bookmarking: Manual curation, doesn't solve the discovery-signal problem.
Curated AI tool directories: Multiple competing directories exist, each with its own incomplete list and no cross-tool comparison depth.
Following AI communities on Reddit/LinkedIn: Time-intensive, no structured comparison.

What existing players are missing

A discovery layer that filters AI tool launches by genuine differentiation (not thin wrapper vs. real functionality) and lets builders compare true feature/pricing/API depth instead of skimming launch-day hype.

How Real Problem AI scores this opportunity

Aggregate score: 5.2 / 10. Four-axis rubric:

Problem severity: 4 / 10
AI feasibility today: 7 / 10
Market signal: 5 / 10
Competition gap: 5 / 10

How to build a solution: stack hints

Launch-data aggregation across directories
Wrapper-vs-original functionality classifier
Structured feature/pricing comparison
Personalized relevance filtering