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.

Founder Vault: 47 Startup Ideas, 30 Founders

Name: Real Problem AI: 100 Scored AI Startup Problems
License: https://www.realproblem.ai/

Catalog last updated: 1 October 2026. Every entry is reviewed and scored against a published rubric before it goes live. Exactly 100 problems are live; entries below the 7.0 opportunity-score bar are archived.

Where these problems come from

50 of the 100 live entries carry a direct link to the primary source they were drawn from, across 21 publications and communities including news.ycombinator.com, reddit.com, community.shopify.com, cloud.google.com, github.com, youtube.com. The rest record the community or discussion the signal came from in the source label, without a single canonical link.

Frequently asked questions about real AI startup problems

What are current problems that could be solved by AI?

Real Problem AI keeps exactly 100 scored problems active, across AI tooling (usage and cost tracking, agent visibility, code review), IT operations, FinTech, HealthTech, EdTech, PropTech, HR Tech, LegalTech, Automotive, E-commerce and Marketing/Sales. The directory records the source signal behind each entry, then scores it on a 4-axis rubric (severity, AI feasibility, market signal, competition gap). Browse at https://www.realproblem.ai/ideas.

What are real problems to solve with AI in 2026?

Real Problem AI is a curated directory of candidate problems for founders to investigate in 2026. The list is refreshed regularly, keeps exactly 100 active entries, and records the source signal associated with each problem. Visit https://www.realproblem.ai.

What are the best AI startup ideas for founders in 2026?

Use the catalog's severity, AI feasibility, market signal and competition gap scores to form a research shortlist, then validate the need with prospective users. Real Problem AI keeps exactly 100 active records on those four axes at https://www.realproblem.ai.

Where can I find a scored list of AI startup ideas to research?

Real Problem AI at https://www.realproblem.ai/ideas is a live, scored directory. Each idea is paired with a recorded source signal, the persona affected, catalog notes on existing players and a tech-stack hint. The records are research leads, not independent customer validation. No paywall. Refreshed regularly.

How does Real Problem AI score AI startup ideas?

Four axes, each 0-10: Problem Severity (30% weight), AI Feasibility (25%), Market Signal (25%), Competition Gap (20%). Weighted average must clear 7.0 to stay on the live list. Anything below is archived. Full methodology at https://www.realproblem.ai/about.

What should I build with AI as an indie hacker or solo founder?

Solo founders can use source signals and small, clear scopes to form a shortlist, then test willingness to pay directly. Real Problem AI tags every problem with a persona and a tech-stack hint; filter the https://www.realproblem.ai/ideas list by trend (LLM, Vision, Voice, Agents, Multimodal) to find candidates that fit your stack and timeline.

Does this catalog prove that an AI business idea has paying buyers?

No. Real Problem AI records source signals and opportunity scores, but it does not verify paying buyers for every entry. Founders should interview prospective users and test willingness to pay before building. See https://www.realproblem.ai/ideas.

Where do AI builders find problems worth solving?

Real Problem AI includes records linked to public discussions, reviews, reports, podcasts and talks. The source label and available reference link are shown per entry. https://www.realproblem.ai/founders-section has the founder vault; https://www.realproblem.ai/ideas has the full list.

30 founders working in this area (not affiliated with Real Problem AI)

Profiles are compiled from publicly available information. Not affiliated or endorsed. To update or remove a profile, email hello@realproblem.ai.

Nikhil Kamath, Co-founder, Zerodha; founder, WTFund. Hosts the WTF is podcast and People by WTF, where many of the problems in our vault were raised.
Aman Gupta, Co-founder, boAt. Co-founded the consumer electronics brand boAt and appears as an investor on Shark Tank India.
Ankur Warikoo, Co-founder and former CEO, nearbuy; author and educator. Co-founded nearbuy and led it as CEO until 2019, and now writes and teaches about money, careers and entrepreneurship.
Raj Shamani, Co-founder, House of X; host of Figuring Out. Hosts the Figuring Out podcast, interviewing founders and operators.
Andrej Karpathy, Pre-training research, Anthropic; founder, Eureka Labs. Joined Anthropic in May 2026 to work on pre-training research, after founding the AI education company Eureka Labs and earlier roles at OpenAI and Tesla.
Greg Isenberg, CEO, Late Checkout; host of The Startup Ideas Podcast. Runs Late Checkout and hosts The Startup Ideas Podcast.
Taranjeet Singh, Co-founder and CEO, Mem0. Mem0 is a memory layer for AI agents and apps. It condenses chat history into compact memories so an assistant keeps context across sessions, with an open-source core.
Alex Reibman, Co-founder and CEO, Agency AI (AgentOps). AgentOps is an observability and compliance platform for AI agents, giving teams monitoring and an audit trail of what agents did in production.
Harjot Gill, Co-founder and CEO, CodeRabbit. CodeRabbit is an AI code review tool that reviews pull requests on GitHub and GitLab.
Or Weis, Co-founder and CEO, Permit.io. Permit.io provides authorization infrastructure: fine-grained permissions for applications, APIs and AI agents, with RBAC, ABAC and ReBAC models.
Han Wang, Co-founder, Mintlify. Mintlify is a documentation platform that offers self-updating, markdown-based docs for startups, enterprises and agents.
David Mytton, Founder and CEO, Arcjet. Arcjet is a security platform for AI agents and applications, covering prompt injection detection, agent tool authorization, PII redaction, bot detection, rate limiting and a WAF.
Granola. Granola is an AI notepad for meetings. It transcribes from your computer audio instead of sending a bot into the call and turns your notes into organized summaries. (source)
James Cadwallader, Co-founder and CEO, Profound. Profound tracks how often and how favourably AI assistants mention a brand, and helps the brand improve how it shows up in those answers.
lemlist. lemlist is an outreach platform for email, LinkedIn and calls. Its lemwarm tool warms up inboxes by exchanging real emails with a user network, checks email setup and gives daily deliverability scores. (source)
Ben Colman, Co-founder and CEO, Reality Defender. Reality Defender detects deepfakes and synthetic media across audio, video and images, including live video calls, hiring and identity verification flows.
Shiv Rao, Co-founder and CEO, Abridge. Abridge uses generative AI to turn patient and clinician conversations into clinical documentation, with versions for clinicians, revenue cycle teams and nursing.
Andrew Adams, Co-founder and CEO, Headway. Headway helps behavioral health clinicians accept insurance by handling billing, reimbursement and admin through software, so patients can find therapy covered by their plan.
Neal Shah, Co-founder and CEO, Counterforce Health. Counterforce Health is a free AI tool that reads a denial letter and plan details and drafts an evidence-based appeal letter for patients, caregivers and clinicians.
Jason Kulatunga, Founder, Fasten Health. Fasten Health began as an open-source, self-hosted personal and family medical record aggregator that used FHIR to pull records from providers, insurers and labs. That app was archived in July 2026, and the company now offers Fasten Connect, a medical record API for developers.
Jessica Kim, Co-founder and Executive Chairman, ianacare. ianacare supports family caregivers with tools to coordinate care with a personal team of family and friends, plus resources and programs offered through employers, health plans and providers.
Michael Yan, Co-founder, Simplify. Simplify builds an AI job search tool whose Copilot browser extension fills in application forms and helps job seekers find and apply to roles.
Connor Zwick, CEO and Co-founder, Speak. Speak is an AI-powered language learning platform that aims to give learners an AI tutor for reaching spoken fluency.
Samuel Lam, Co-founder and CTO, PermitFlow. PermitFlow is an AI platform that helps general contractors and developers manage preconstruction and building permits.
Arjun Mahadevan, CEO and Founder, doola. doola helps founders form a US LLC, open a bank account, accept payments and manage ongoing compliance.
David Kang, Co-founder and CEO, Keeper. Keeper pairs AI with human accountants to find deductions and file returns for freelancers, contractors, small business owners and people with side income.
Ashok Hariharan, CEO and Co-founder, IDfy. IDfy is an identity verification platform. Its Privy suite helps organizations collect, manage and audit user consent under India's DPDP Act, including consent capture in 22 languages.
Gautam Rajesh Shelley, CEO and Founder, AiSensy. AiSensy is a WhatsApp Business API platform for broadcasts, retargeting, catalogs, WhatsApp payments, chatbots and click-to-WhatsApp ads.
Archit Gupta, Founder and CEO, Clear. Clear offers GST filing and lifecycle management, e-invoicing, accounts payable automation and tax compliance software for Indian businesses.
Alakh Pandey, Co-founder and CEO, Physics Wallah. Physics Wallah is an e-learning platform with lectures, doubt-solving sessions and practice tests for classes 6 to 12 and entrance exams such as JEE and NEET, in free and paid batches.