How to launch an AI product.
Moonlabs is the operator-led AI Academy in Derby. We run three live companies — Homemove, home.co.uk and homedata.co.uk — and we teach twelve students per cohort to ship a real AI product, sell it to a real customer, and raise on it. Three pillars: Coding, Commercials, Investment. Twelve weeks. £6,000.
Moonlabs is what we are. Two operators — James Freestone and Louis O’Connell-Bristow — who have launched products into both warm audiences and cold markets across Homemove, home.co.uk and homedata.co.uk. We have done the launch that produced a million in revenue inside six months and the launch that produced silence; the difference between them is on this page.
The Academy is what we do. A twelve-week, in-person, twelve-student cohort in Derby. You build a real AI product. You sign a paid pilot on it. You write a deck and a financial model. You leave with a deployed system, a paying customer reference and a live investor pipeline. Coding, Commercials, Investment — the three pillars taught in equal weight every week. Launch readiness sits inside Commercials; the supporting machinery is Coding; the wave it surfs is often Investment.
Why this page exists. Most AI product launches in 2026 are wallpaper — a Product Hunt post, a LinkedIn flurry, a Twitter thread, then silence. The launches that matter are not announcements: they are moments where a named buyer agrees to pay, a named operator agrees to recommend you, and the supporting machinery (deploy, billing, eval, observability) holds up the first time someone unexpected uses the product. Sign the pilot first; press release second.
Coding · launch-readiness infrastructure, properly
Deploy pipeline that survives a thousand visitors in an hour. Eval suites that catch the embarrassing case before journalists do. Observability that explains a bad day. Cost ceilings that survive a viral spike. The infrastructure most viral launches lacked — built by week ten so demo day stands up.
Commercials · pilot first, press second
Most strong launches are announced after the paid pilot is live, not before. Cold launches mostly fail; warm launches into a market you have already been doing discovery in mostly work. We push you to sign the pilot before you draft the launch post. A paid pilot reference by week six — the slide that makes the launch real.
Investment · launch momentum compounds the round
A well-timed launch around demo day adds visible traction to the investor pipeline already running. Granola, Cursor, Lovable, ChatPRD, Bolt.new and Replit Agent each closed rounds inside the post-launch window. UK funds (Plural, Local Globe, Concrete VC, EF, Forward Partners) read launch traction as the freshest possible diligence signal. A live investor pipeline by demo day — that the launch turns into closed cheques.
Common questions.
Should I launch on Product Hunt?
Sometimes — but never as the whole strategy. A Product Hunt launch can produce a useful spike of awareness if the product is right, but the buyers who actually pay you mostly find you through other channels. Plan for the channels that produce paying customers, treat PH as a bonus.
How long does a real AI product launch take?
The visible day is one day. The work behind it is at least three months. The Academy compresses the work; the launch day is still a day, with months of build behind it.
Do I need a polished landing page before I launch?
Yes — but it should be a sales document, not a marketing brochure. Real specifics, real pricing, real buyer testimonials. We teach the patterns alongside the engineering and commercial work.
What about influencer / KOL launches?
Useful in specific verticals; mostly noise in others. We teach you to read your market honestly and only invest where the channel actually pays back.
When in the cohort do you cover the launch itself?
Launch readiness is week ten; demo day is week twelve. The build, discovery, pricing and pilot work earlier in the cohort is what makes the launch real.
More Academy entry points.
The Academy is one course with many doors. Each of these pages is a different entry point into the same twelve weeks.
How To Build An AI Moat
How To Hire Your First AI Engineer
How To Become An AI Engineer
How To Build An AI Startup
How To Validate An AI Startup Idea
How To Price An AI Product
Build it. Sell it. Raise on it. In twelve weeks.
Tell us what you would launch and which market you are already inside. James and Louis read every application personally and reply inside the week.
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