The New Startup Formula: Find Buyers First, Then Build with AI
The first fifteen lessons were about not stepping in traps: trademarks, software copyright (软著), patents, filings, registered capital, equity. This lesson is about where to go. The old startup formula is dead—its first step bet on a technical barrier, and that barrier is now near zero. This finale spells out the new formula, lays the fifteen lessons on one map, and hands you a checklist you can tick.
Old startup formula (obsolete)
- Have a good idea
- Hire an outsourcer to build the product
- Buy traffic
Why it failed: Once Vibe Coding took off, the barrier to turning an idea into a product collapsed toward zero—anyone can ship a Demo in a few hours. Technology itself is no longer a moat, so steps one and two of that path no longer create an edge.
New startup formula
- First find a niche market where people will definitely pay
- Validate fast
- Only then build the product with AI
The order flipped: Building moved from step one to the last step. Scarcity shifted from “can we build it?” to “will anyone buy?” Every compliance lesson before this one protects that already-validated position.
Find the niche first
Two tests: a real, high-frequency pain, plus strong willingness to pay. Missing either doesn't count. Lesson 15 covered big tech's ROI bar—markets too small to clear that bar are your spot.
Then validate fast
Prototype, get user feedback, try small experiments—loop. Validation means someone will pay, not that someone says it's nice. Praise from free users is not validation.
Build with AI last
Only after you know people will pay does an AI tool's value max out. It's an efficiency amplifier, not a direction finder. Without a direction, the faster you build, the farther you go wrong.
There's a side benefit to this order: validate first, then build—only then is the compliance spend from the first fifteen lessons worth it. Filing trademarks, software copyright (软著), and ICP all around before the direction is proven can burn money and time for nothing.
Focus
Find one wedge and put every resource on that wedge. Don't try to do everything just because AI can do everything.
Excellence
In that narrow wedge, make the experience the best—so users feel you're the only answer. Excellence is depth on a dimension, not feature count.
Word of mouth
The product speaks; real users spread it. Get the product right first so people who actually use it talk. Bought traffic doesn't create word of mouth.
Speed
If the direction is wrong, cut losses immediately. In the Vibe Coding era, delay costs more—competitors enter fast, and switching tracks is cheap.
“Speed” gains another meaning in the AI era: how fast you cut losses decides how fast you can leave next. An extra month on the wrong path is a month stolen from the next try. Sunk cost shouldn't talk you into staying—if the direction is wrong, stop. The energy you free up becomes the next direction's best chance.
Tap any lesson for the one sentence most worth taking away; use the revisit link to re-read the full lesson.
Fifteen items—tick honestly. Tick means “already done,” not “know I should.” The verdict updates as you go.
Brand & content
Tech & code
Entity & go-live
Equity & partnership
Search your brand name once
On the China Trademark Website, search your brand in Classes 35, 42, and 41. Knowing a prior mark blocks you now is far cheaper than finding out next year. If nothing blocks you, file the same day.
Ask three people about willingness to pay
Pick three people you think are target users and ask straight: if this ships, how much would you pay? Willingness to pay is validation; nice words aren't. If all three hesitate, rethink the direction.
Add one vesting clause
For any equity or revenue-share deal still fuzzy, add one page: vesting rhythm, how exit is settled, who owns the work product. Write it while the relationship is good—the cost is one signature.
Done early, rights clearance is an investment; done late, it's a loss. These fifteen lessons are one idea: turn what you've already created into something that belongs to you in law. AI lets one person do more—and more can be taken. So the order is: find a position where people pay, validate it, then build fast with AI while fitting the locks one by one. The rest goes to Focus, Excellence, Word of mouth, and Speed.
Note: Legal citations in this course appear in each lesson's sources footnote and have been checked against currently effective versions. Course content is not legal advice; for specific matters consult a practicing lawyer or agent. Source material: the author's closed-door talk at a developer conference, plus real cases from personal experience—party names and case numbers omitted in telling. Lesson verified 2026-08-10.