Vertical GPT apps
Ship consumer or prosumer GPT apps that solve one vertical problem (legal Q&A, fitness plans) on subscription.
The idea, in plain language
The business is a thin AI or GPT-based app for one vertical problem such as tax, healthcare navigation, credit repair, memes, cooking, spreadsheets, research reports, consumer protection, or prompt-engineering services. Customers are consumers, prosumers, SMBs, and niche operators who want a faster answer or workflow without learning AI tools themselves. Starting requires prompt/workflow design, lightweight product development, domain selection, compliance caution in sensitive areas, and distribution through content, client relationships, or app marketplaces. The batch cites ChatGPT Operator at $200/month in a related episode, tool rankings with GPT OSS/local deployment, GPT-4.5 discontinuation and ChatGPT-5's 400k context window correction, $30K guru seminars as a contrast case, and mostly gives business models rather than firm revenue numbers.
Where the sources agree
- Narrow vertical wrappers are easier to ship and explain than broad AI platforms.
- Distribution and domain choice are the key constraints once the AI workflow works.
- Existing tools can be repackaged into audits, reports, add-ons, or simple apps for nontechnical customers.
Where they differ
- MFM frames the opportunity around ChatGPT App Store consumer apps, while Koerner often frames it as productized AI services or local deployment for clients.
- Some ideas are lightweight consumer apps, while others are B2B reports, spreadsheet add-ons, or enterprise local LLM deployment.
- One Koerner episode warns that agents are overhyped and deep research may be the better product, while other episodes pitch agents and wrappers directly.
- Sensitive verticals like healthcare, tax, and credit repair carry more trust and compliance risk than memes, cooking, or spreadsheet utilities.
What each source says
MFMChatGPT's App Store Just Dropped — Steal These 5 App Ideas
Sam and Shaan pitch five ChatGPT App Store wrappers: AI tax, healthcare concierge, meme studio, AI Grandma, and credit repair.
Watch on YouTubeKoerner8 Best ChatGPT Tools to Make Money With (Ranked)
Koerner ranks ChatGPT tools by money-making potential, including simple wrappers, local GPT OSS deployment, and corrections on model availability and context windows.
Watch on YouTubeKoernerStop Chasing Billion Dollar Ideas. Do This Instead.
Sam Thompson shows InstantChef and a sourdough GPT wrapper marketed with Zapier, BannerBear, digital products, and influencer-driven Facebook ads.
Watch on YouTubeKoernerHow to Print Money With Google Sheets + AI
HoldCo Bros evaluate GPT for Google Sheets as a data-cleaning and spreadsheet AI opportunity.
Watch on YouTubeKoernerAI Agents Are Overhyped. Use THIS Instead
Chris and Nik argue deep research and custom GPT workflows may be more useful than overhyped agents for trend reports and industry analysis.
Watch on YouTubeKoernerHow Can You Tell A Guru from a Genius?
The guru-versus-genius episode contrasts $30K seminars with tactical AI consumer-protection agents and prompt-engineering products.
Watch on YouTubeTools people use for this
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