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 am I still paying $14.99/mo for an app I haven't opened since 2022?

Recurring subscription charges hide in statements and cancelling usually means a phone tree and retention script.

Category: FinTech · Trend: Agents · Opportunity score: 7.3 / 10

What is the “Why am I still paying $14.99/mo for an app I haven't opened since 2022?” problem in 2026?

Recurring subscription charges hide in statements and cancelling usually means a phone tree and retention script.

Who has this problem?

Anyone with a credit card and 30+ subscriptions accumulated over the years.

Recorded source context

Dataset source note: Just discovered I've been paying $14.99/mo for an app I haven't opened since 2022.

This note may summarize the referenced material rather than quote it verbatim. Source label: r/personalfinance, r/Frugal, App Store reviews of Rocket Money..

Existing players in this space

Rocket Money (Truebill)
Bobby
Trim

What existing players are missing

Cancellation is patchy and often manual or human-assisted. A reliable voice agent that survives retention scripts and provides proof-of-cancellation is missing at consumer price.

How Real Problem AI scores this opportunity

Aggregate score: 7.3 / 10. Four-axis rubric:

Problem severity: 7 / 10
AI feasibility today: 8 / 10
Market signal: 9 / 10
Competition gap: 5 / 10

How to build a solution: stack hints

Plaid + Mastercard MDES for clean merchant names
Vapi/Bland outbound voice agent for cancellation IVRs
Email/chat cancellation flows for digital-first SaaS
Recovered-cash dashboard with monthly receipt PDF

Why this problem is archived

Saturated category, promoted entries from CreatorScout vault take its slot