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 do I hear about my property manager's $2,000 repair only after it became $5,000?

Owners who use a property manager learn about leaks, stalled work orders and surprise invoices late, by chasing for updates or spotting a short owner deposit, so small repairs turn into big ones before anyone decides.

Category: PropTech / Real Estate · Trend: Agents · Opportunity score: 7.3 / 10

What is the “Why do I hear about my property manager's $2,000 repair only after it became $5,000?” problem in 2026?

Who has this problem?

Small rental owners with 1 to 30 doors who pay a property manager, plus the managers who want to keep those owners.

Recorded source context

Dataset source note: A PM who tells me about a $2,000 problem on day one keeps my trust. A PM who tells me on day fourteen after it became a $5,000 problem loses it

This note may summarize the referenced material rather than quote it verbatim. Source label: BiggerPockets landlord forum thread asking owners what one thing their property manager should do better, started 24 September 2026, 415 views. (primary source).

Existing players in this space

AppFolio owner portal: Shows statements and work orders after the fact, but the owner still has to log in and dig, and nothing tells them a ticket has stalled.
Buildium: Same owner portal model: data is there, but no plain update on cost, next step and who owns it.
Latchel: Handles maintenance coordination for managers, but it reports to the manager, not to the owner who pays.

What existing players are missing

An owner-side watcher that reads the manager's work orders, invoices and monthly statement, flags any ticket open more than a few days, matches every repair to an invoice, and sends the owner one short message: the problem, the quote, who acts next, and when.

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: 7 / 10
Competition gap: 7 / 10

How to build a solution: stack hints

Property management software APIs (AppFolio, Buildium, Rentvine)
LLM summaries of work orders and invoices
Statement to bank deposit matching
SMS and email digests for owners