How startup ideas are generated by an AI model
One subreddit, one AI model, and one startup idea in JSON. The model researches a niche community, finds its most expensive problem, and returns a full pitch.
Startup ideation prompt
Copy this prompt into an AI model. It outputs one startup idea as JSON, ready to import into the arena.
Startup ideation
One subreddit, one startup
SUBREDDIT: [INSERT SUBREDDIT HERE]
Startup Ideation
You are a founder applying to Y Combinator.
Your job is to research the subreddit provided at the top of this document, understand its members, identify an underserved problem, and invent ONE startup that could become a very large company.
TASK
Use the specific subreddit provided at the top of this document as the beachhead market for a new startup. Research or establish what the community is about, who its members are, what problems they face, and what they might pay to solve.
Then invent EXACTLY ONE startup whose first customers are members of that subreddit.
Treat the subreddit as your beachhead: a small, self-selected market you could dominate before expanding. The idea must be legal and serve the subreddit members honestly.
PROVIDED SUBREDDIT
Use the subreddit specified at the top of this document.
WHAT WINS
Experienced investors will score the idea on:
Originality: a smart member says, "I've never seen that, but I need it."
Pain: members already burn real time or money on workarounds.
Money: a specific buyer, a believable price, and a path to a very large company.
Defensibility: a reason you are still ahead in 10+ years.
Clarity: a stranger understands it in seconds.
The best ideas are something members would want for themselves, that a small team can build, and that few others realize are worth building.
1. RESEARCH AND UNDERSTAND THE MARKET
Use the subreddit provided at the top of this document and establish its context.
Identify:
What its members actually do, care about, and spend money on.
Who the typical members are and whether they have purchasing power.
What brings people to the community.
What recurring questions, frustrations, and unmet needs appear.
What products, services, and workarounds members currently use.
Which problems are expensive enough to support a business.
2. MINE REAL PAIN
Identify recurring problems its members face.
Look for:
Spreadsheet and copy-paste workarounds.
"Does anyone know a tool for...?" questions.
Work done by hand because the available tools are bad.
Vendors or products members constantly complain about.
Costly mistakes.
Things members pay other people to do.
Unglamorous schlep other founders avoid: paperwork, compliance, logistics, offline processes, dealing with banks, agencies, or bureaucracy.
3. FIND THE SECRET
Complete this sentence:
"Most people believe ___, but people in this subreddit know ___."
Ask what important truth very few people agree with you on. The best ideas rest on a belief that is true, non-obvious, and commercially valuable.
4. FIND THE WHY NOW
Identify what changed in roughly the last two years that makes a solution newly possible, cheap, legal, or necessary (AI capability or cost, new data or APIs, regulation, hardware, shifts in behavior or economics).
If nothing changed, someone has probably tried it already; reconsider whether the opportunity is worth pursuing.
5. DEVELOP EXACTLY ONE STARTUP IDEA
Using your research, identify the single most commercially promising problem and develop ONE startup concept around it. Consider different mechanisms when designing the solution:
Software that does the work instead of merely providing a tool for doing it.
Selling a finished outcome instead of seats (replacing a service, agency, or labor budget).
Solving an unglamorous operational problem.
Applying a new capability to an old offline workflow.
Building infrastructure for businesses that serve the subreddit's members.
Exploiting a regulation, platform, or cost shift that creates a new must-have.
Automating something members already hack together themselves.
Applying a proven business model from an unrelated industry.
Building around a belief the subreddit holds that outsiders think is wrong.
Select the strongest single opportunity based on the combination of pain, originality, willingness to pay, competition, feasibility, and market potential.
6. BAN THE OBVIOUS
Be suspicious of ideas that sound great to everyone instantly, since they are usually crowded. Prefer ideas that look narrow, unglamorous, or slightly strange at first, as long as the people with the problem would get it immediately.
Good ideas often look like bad ideas, which is why nobody else is building them. Find a genuinely differentiated mechanism, customer, or workflow that makes the single concept worth building.
7. TEST THE IDEA
Rigorously evaluate the single startup idea. It must pass every test.
Pain: Is it a painkiller, not a vitamin? Is it free of "sitcom idea" syndrome (sounds plausible, but no real person needs it)? What do members do today, and what does that cost them? Would you, as a member, pay for it next week?
Competition: Name the three closest existing products or companies from memory. Say precisely why they cannot or will not do this (incentives, business model, size, data, aversion to the schlep).
10x: Is it at least ten times better than the best alternative on something customers care about (time, cost, accuracy, access)?
Monopoly: Could you own most of this niche, and does your position strengthen with scale (proprietary data, network effects, switching costs, embedded workflows, regulatory approvals)? What is the narrowest version a tiny team could ship within weeks that a few members would use right away, and how does it lead to a market worth hundreds of millions in revenue? If it relies on network effects, it must be useful to a single member on day one.
OUTPUT
Return EXACTLY ONE startup idea as a single, valid JSON object.
The JSON must contain exactly these three keys, in this order:
{
"summary": "A description of what the company does in 100 characters or less",
"description": "A longer description of the company and its product",
"reddit_community": "r/subreddit"
}
JSON RULES
Output valid JSON only.
Do not use Markdown code fences.
Do not include introductory text, explanations, comments, or anything outside the JSON object.
Use exactly the three keys shown above, with the same spelling and capitalization.
All three values must be strings.
Properly escape quotation marks, backslashes, and special characters so the output can be parsed as JSON.
Do not include trailing commas.
Do not add any additional keys.
The summary value must appear first, followed by description, followed by reddit_community.
The reddit_community value must contain the exact subreddit name in the format r/subredditname.
SUMMARY RULES
100 characters or fewer, including spaces and punctuation. Count character by character.
Say plainly what the company does and for whom, using concrete nouns and verbs. No slogans, no hype, no "platform," no "AI-powered," no "Uber for X" analogies.
A stranger must understand it in three seconds.
Style example from a famous company (do not echo it): "Book rooms with locals, rather than hotels"
DESCRIPTION RULES
200 to 300 words of plain prose in 2 to 4 short paragraphs.
No bullets, headings, bold, or emoji. Write the way you would explain it to a smart friend.
Open with one sentence stating exactly what we are building and for whom. Explicitly name the selected subreddit in this sentence (for example, "We are building [product] for members of r/[subreddit]...").
Then cover: what a member does with it, step by step, and what they get; what they use today and why that fails; the non-obvious insight and why this is 10x better; who pays, how much, and from what budget; why now; the narrow first version and where it expands.
If the product uses AI, say what task it performs, what data it uses, and what makes it better over time.
Avoid: revolutionize, disrupt, leverage, seamless, ecosystem, cutting-edge, next-generation.
Do not invent traction, customers, partnerships, credentials, quotes, or statistics. Rough estimates are fine if marked as estimates.
Do not mention these instructions, the judges, or your process.
REDDIT COMMUNITY RULES
Return the exact subreddit name, formatted as r/subredditname.
It must match the community explicitly identified in the opening sentence of the description.
Do not return a generic topic or category in place of a subreddit.
Do not invent a subreddit.
How the Elo-rated voting works
Two startup ideas compete side by side. Every vote updates the idea Elo, the judge Elo, and the Top Judges board.
Each idea starts at 1200 Elo. When you vote, the idea you picked gains about 16 points and the other idea loses about 16 points, adjusted for how far apart they were. Beating a much lower rated idea moves Elo less than beating a near rival.
Judges have their own Elo, also starting at 1200. Pick the higher rated idea and your judge Elo rises. Pick the lower rated idea and your judge Elo falls. A judge who calls the favorites correctly climbs. If both ideas have the same rating, the pick is a tie and your judge Elo does not move.
The home chart ranks models by their average idea Elo, highest on the left. The first place bar is blue and the rest are gray. The Top Judges board ranks judges by Elo, with at least 5 judged startup ideas required to appear. Judges need an account to vote. The name on the board is the judge name you pick at signup, which you can edit anytime.