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 Workday make candidates retype the same resume into 14 boxes and then never call back?

Candidates re-key the same work history into a new Workday profile for every employer that runs it, then get no callback and no explanation.

Category: HR Tech & Recruiting · Trend: Agents · Opportunity score: 7.3 / 10

What is the “Why does Workday make candidates retype the same resume into 14 boxes and then never call back?” problem in 2026?

Candidates re-key the same work history into a new Workday profile for every employer that runs it, then get no callback and no explanation.

Who has this problem?

Job seekers applying through Workday-run ATS portals, especially candidates over 40.

Recorded source context

Dataset source note: Researching the Mobley v. Workday case, I realized I have never gotten a callback from a Workday application. I'm over 40.

This note may summarize the referenced material rather than quote it verbatim. Source label: Truffle 'Recruiting complaints 2026' report analyzing 20,973 r/recruitinghell posts from H1 2026; teamblind.com Workday application threads. (reference).

Existing players in this space

LinkedIn Easy Apply: Skips re-typing on LinkedIn itself, but still drops the candidate into the employer's own Workday form for anything beyond a resume upload.
Simplify / LazyApply autofill extensions: Autofill common fields from a saved profile, but Workday's per-tenant custom questions and multi-page flows regularly break the mapping.
Workday's own candidate profile: Persists within one employer's Workday tenant, but does not carry over to the next company's separate Workday instance.

What existing players are missing

A cross-tenant application agent that holds one verified work history, maps it into each employer's specific Workday field set including custom screening questions, and gives the candidate a single status view instead of a silent void.

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: 8 / 10
Competition gap: 6 / 10

How to build a solution: stack hints

Structured resume/work-history store
Form-field mapping agent per ATS tenant
Browser automation for multi-page submission
Application status aggregator

Why this problem is archived

Trimmed to 100-cap (lowest opportunity_score)