3 of these 10 got paying customers from chatgpt answers. didn't expect that.

over the past couple of weeks, i heard multiple people telling me they could no longer use up their LLM subscriptions the reasons were a mix of: 1. the frontier models became more efficient 2. they felt exhausted managing agents 3. they ran out of problems that they can throw to AI 1 will continue to happen. 2 is a tooling and workflow problem (just use firstmate haha) that will be solved as well 3 is an interesting one - it points at a novelty effect that may be wearing off, and a capability gap that AI just hasn’t reached the level that most people can trust to run their daily lives yet meanwhile, my quotas have never been tighter because i have an endless number of things i want to build that points at the reality of user segmentation - R&D is such a niche use case that needs an astounding amount of tokens. there aren’t many other use cases that are so token intensive realistically, how many % of the world’s population will want to run an army of agents and build software all day? i don’t expect that to ever become a big number so my speculation is that the current $200 subscriptions are likely already close to the ceiling of most people’s consumption needs. better models will unlock more use cases, but efficiency gains may cancel that out like water, gas, power - most households will simply get one or two monthly AI subscription and be done now the important part - this means if you are building a B2C business, you should almost never sell tokens as part of your offering, because there will be no demand. people already have their subscriptions and that’s enough instead, allow people to bring their own LLM subscriptions to your product, and add value on top. i suspect this will hold for most B2B businesses as well, but for B2C this is almost certain at this point

Agentic evals: how to know whether an AI agent did the job, and will do it again

this is the list nobody wants you to bookmark. 10 GitHub projects where AI agents actually make you money not another framework zoo. client work, content, leads, voice, trading. -> n8n · AI workflow automation you sell to clients on retainer. the agency backbone -> github.com/n8n-io/n8n -> Dify · ship chatbots, RAG apps and agent workflows for businesses without a dev team -> github.com/langgenius/dify -> Firecrawl · any website -> clean structured data. scraping gigs, lead lists, datasets -> github.com/firecrawl/firecra… -> browser-use · agents that click through the browser for you. sell the automation, not the hours -> github.com/browser-use/brows… -> TradingAgents · multi-agent trading firm in a repo: analysts, researchers, risk desk (research only - not an atm) -> github.com/TauricResearch/Tr… -> screenshot-to-code · screenshot -> clean HTML / Tailwind / React. landing pages in minutes -> github.com/abi/screenshot-to… -> Marketing Skills · CRO, copywriting, SEO and growth skills for Claude Code. a marketing team in a folder -> github.com/coreyhaines31/mar… -> Postiz · agentic social media scheduler. run 10 client accounts from one dashboard -> github.com/gitroomhq/postiz-… -> VideoLingo · subtitles, translation and dubbing in one click. sell localization to creators -> github.com/Huanshere/VideoLi… -> Pipecat · realtime voice agents. AI receptionists and phone bots local businesses pay monthly for -> github.com/pipecat-ai/pipeca… ~985k stars of "agents that touch revenue" save this. pick one. charge someone for the output.

every way to make money with Claude Code and Hermes, in one map: ┃ ┣ Agency & Services ┃ ┣ AI implementation for SMBs ┃ ┣ Agent setup & onboarding ┃ ┣ Workflow automation builds ┃ ┣ Custom skill development ┃ ┗ Agent fleet retainers ┃ ┣ Productized Offers ┃ ┣ Skill packs ┃ ┣ Agent starter kits ┃ ┣ CLAUDE.md templates ┃ ┣ Obsidian vault systems ┃ ┗ Whop blueprints ┃ ┣ Building Products ┃ ┣ Micro-SaaS ┃ ┣ Vertical agents ┃ ┣ Telegram & Slack bots ┃ ┣ MCP servers as products ┃ ┗ Internal tools for clients ┃ ┣ Marketing Systems ┃ ┣ SEO & AEO audits ┃ ┣ Cold outbound engines ┃ ┣ Lead gen & enrichment ┃ ┣ Ad creative factories ┃ ┗ Landing page builds ┃ ┣ AI Media Production ┃ ┣ AI UGC ads ┃ ┣ Faceless YouTube channels ┃ ┣ TikTok content pages ┃ ┣ Brand video production ┃ ┗ Voiceover & dubbing ┃ ┣ Content & Audience ┃ ┣ X growth ┃ ┣ Newsletters ┃ ┣ Paid communities ┃ ┣ Sponsorships ┃ ┗ Ghostwriting ┃ ┣ Research & Data ┃ ┣ Deep research reports ┃ ┣ Market intelligence ┃ ┣ Competitor teardowns ┃ ┣ Data enrichment ┃ ┗ Premium reports ┃ ┣ Engineering ┃ ┣ Freelance dev at 5x throughput ┃ ┣ Legacy code migration ┃ ┣ Test suite generation ┃ ┣ Code review as a service ┃ ┗ Documentation generation ┃ ┣ Back Office Automation ┃ ┣ Customer support agents ┃ ┣ CRM hygiene ┃ ┣ Invoice & receipt pipelines ┃ ┣ Recruiting screens ┃ ┗ Personal assistant agents ┃ ┗ Teaching ┣ 1:1 consulting ┣ Team workshops ┣ Corporate enablement ┣ Courses ┗ Office hours most people pick one branch and grind it... the money is in stacking three that feed each other

The one-person AI company. The next business revolution? Or the next great entrepreneurial fantasy? AI can now help you build a business in a weekend. > Choose a niche. > Write a business plan. > Build a website. > Create a product. > Design a marketing strategy. > Deploy AI agents. It all looks impressive. Then you meet the market. * Nobody clicks. * Nobody buys. *!Customers complain. * Your pricing is wrong. *!Your AI agents make mistakes. As Mike Tyson famously said: “Everyone has a plan until they get punched in the mouth.” The market is the punch. And AI doesn't remove it. The real opportunity isn't building a one-person company that replaces 20 employees with 20 AI agents. It's building a company where one human can create, deliver and capture more value than was previously possible alone. But that human still needs to sell, adapt, make decisions and earn trust. AI can build your business plan. Only the market can validate your business. And perhaps the most valuable AI won't be the agent that creates your business. It will be the mentor that helps you survive the punches, learn and keep building. The future isn't the one-person company without humans. It's the one-person company that makes the human more capable.