AI Buildability
Can AI build most of it?
How much of the product a coding agent such as Codex or Claude Code could reproduce today.
HIGHValidate before you build
We stress-test your startup idea for AI buildability, commoditisation risk, moat strength and demand evidence, so you can build what lasts, not just what is possible.
Ideas are easy.
Enduring businesses aren't.
Five angles. A clearer view.
Coding agents made building cheap. That moved the risk. We look at your idea across the five places it now lives.
Can AI build most of it?
How much of the product a coding agent such as Codex or Claude Code could reproduce today.
HIGHHow easily can it be copied?
Whether clones can offer the same value cheaper, and how crowded the category already is.
MEDIUMWhat makes it defensible?
Data, contracts, community, approvals, assets: the things a competitor cannot prompt into existence.
LOWIs there real demand?
Payments, pre-orders and conversations count. Likes, waitlists of friends and "great idea" do not.
LOWDo you have a unique angle?
Your background, network, audience and point of view. Why you, and not the next person with the same prompt.
MEDIUMExample ratings: an AI travel planner for families, from a founder with an audience and customer interviews. Read the full sample.
Turn an idea into insight
A clear, honest first read on your startup idea. Transparent rules, no sign-up, and your text stays in your browser.
From idea to clarity
An unbiased view of what is genuinely possible, and what a coding agent could already ship next week.
Where your idea might be commoditised, and what could make it hard to defend.
See what to do next: validate, refine, pivot or build, and which result would change the answer.
Go beyond buzzwords to the things that could make your business uniquely valuable.
Your Reality Check
Inspired by Alex M H Smith's writing on the charismatic business: when competence is cheap, attention goes to companies people find compelling.
These indexes come from transparent rules applied to your own description. They are not market research and not a probability of success. How the scoring works.
The question every founder now asks
Often, yes. That is exactly the problem. Here is where coding agents stand in October 2026.
Our rule is not "if AI can build it, give up". It is this: if AI can copy the whole product, the customer can get the same value cheaper, and you have no clear edge, change the idea before you spend months on it.
A look inside
See how a paid Survival Audit turns an idea into a clear, evidence-based decision, in days, not months.
Real analysis.
Not generic advice.
Personalised itineraries, activities and practical tips using AI.
Verdict
A real audience, but the software is easy to copy. Narrow the wedge, then validate with a paid pilot before building more.
Bigger than code
AI can build a lot. But some of the most valuable parts of a business cannot be coded. They are human, legal, physical or earned over time.
Pricing that works for founders
Get the clarity you need, at a stage that suits you. No hidden fees. No subscriptions.
A quick, rule-based snapshot of your idea's exposure.
A deeper review of your idea, with sources you can check.
The audit, plus a strategy you can act on this month.
Pilot pricing. Send your idea, we confirm scope by email and only then send a payment link. You pay nothing until you agree.
Secure card payment by Stripe. If your idea is outside what we can assess, we tell you within 2 working days and refund in full.
From idea to insight
A clearer view of your idea in three simple steps.
Tell us about your idea in your own words. It only takes a few minutes.
We assess it across five dimensions, using real competitors and real prices for paid audits.
See the opportunities, risks and next steps, so you can move forward with confidence.
Common questions from founders
Everything you need to know before you get started.
No. The free check is a set of published rules, not a chatbot. Paid audits use AI for research, and a person checks every source and writes the verdict.
No. We tell you where your idea is exposed and which test would change our mind. The decision stays yours.
No. The Reality Check is free with no sign-up. For paid audits we email a payment link only after you agree the scope.
Not for the Reality Check: it is free with no sign-up. Paid audits are paid by card through Stripe, and you get a full refund if we cannot take your idea on.
Most score market size. We ask a newer question: if anyone can build your product in a weekend, what still makes customers choose you?
No, and be wary of anyone who does. Nobody has calibrated data for that. We give separate indexes, each with the reason behind it.
The free check never leaves your browser. If you request an audit, we store your request privately, never publish it and never share it. See our privacy notice.
Go deeper
Tell us the idea and what you already have. We reply within 2 working days to confirm scope, then send a payment link.
Tell us the idea and what you already have, then pay securely with Stripe. Your audit arrives by email within 3 working days of our confirmation.
Get a clear, honest assessment of your startup idea, backed by evidence, not guesswork.
Run a Reality CheckClearer ideas.
Braver founders.
A more inventive tomorrow.