Sharpen · Pivot · Rethink. A fair sample of what the engine produces. A page of three Pursue verdicts would read like flattery. The Rethink is the credibility lever.
Tutorial overlays walk you through each block. Click through, skip, or dismiss to explore freely.
POPOVER 1 OF 5
↑ The verdict pill
{c.cls === 'kill' ? 'A Rethink verdict means the engine could not find an angle that survives all three skeptics. Continue reading for the Pivot Map.' : c.cls === 'pivot' ? 'The wedge is wrong; the underlying customer love is real. Pivot Map proposes 2 adjacent angles.' : 'Sharpen. The idea survives, but one assumption needs to be true. Verify before raising.'}
POPOVER 2 OF 5
↑ The riskiest assumption
The one belief that, if wrong, breaks the verdict. Every memo names it. Open the Assumption Ledger for the full list.
POPOVER 3 OF 5
↑ Red Team objections
Three structural skeptics, each looking for what would break the idea. Read the Report for the full objections and what each one needs in response.
);
}
// ─── ABOUT ────────────────────────────────────────────────────────────────
function AboutPage() {
return (
M
Manu Joseph
AI Researcher · 15+ years of ML at scale
An AI researcher who got tired of watching good ideas die in planning docs. Built PyTorch Tabular. Wrote a Packt-published book that ML teams at Amazon and Microsoft use. Now applying that same rigor to the part of building startups that usually gets done badly.
1.6k
GitHub stars · PyTorch Tabular
6 + 2
Papers · Patents
2nd
Book edition · Packt
"I spent 15 years building ML systems at scale, work that lived or died on rigor. The rigor production ML demands rarely makes it into how founders evaluate their own ideas.
I kept watching good ideas die in planning docs and bad ideas survive long enough to consume two years of someone's life. The validation tools I tried either flattered every idea or summarized a market without ever finding the assumption that would kill it. So I built the system I wished I'd had. Adversarial by design. Structured to produce an artifact a founder could defend."
{[
{ n: '01', h: 'Honest verdicts beat flattering scores.', b: 'A 74/100 that nobody trusts is worth less than a Rethink verdict that saves you a year.' },
{ n: '02', h: 'The artifact matters more than the dashboard.', b: 'You can\'t take a screenshot of a score into a partner meeting. You can take a Decision Memo.' },
{ n: '03', h: 'Depth beats speed when the stakes are real.', b: 'Most decisions worth making are decisions worth taking 15 minutes on.' },
].map((p) => (
{p.n}
{p.h}
{p.b}
))}
);
}
// ─── FAQ ──────────────────────────────────────────────────────────────────
const FAQ_GROUPS = [
{
name: 'Product', items: [
['What is VibeAlchemy?', 'A multi-perspective validation engine for early-stage ideas. Twelve specialist perspectives debate the idea in parallel and in sequence; three of them are skeptics whose only job is to break it. The output is a Decision Memo you can defend.'],
['How is it different from competitors?', 'Three things: multi-perspective debate instead of one model agreeing with you, three structurally adversarial skeptics, and a defensible artifact rather than a dashboard score.'],
['Will it kill bad ideas?', "Yes — by design. A Rethink verdict isn't the end. Every Pivot or Rethink comes with a Pivot Map — the stronger adjacent angles, ranked."],
['Can I argue with the verdict?', "Yes. You can re-run from any stage with edits, run a pivot, or push back on the Red Team's objections with new evidence. Re-runs use the same engine with your new inputs."],
['Is this for ideas at any stage?', 'Best for pre-seed to seed-stage ideas where the question is still whether to build it. Not designed for already-shipping products.'],
['What size of idea is this for?', 'Anything serious enough that 15 minutes of structured analysis is worth doing. Side projects to venture-scale.'],
],
},
{
name: 'Pipeline & runs', items: [
['How long does a run take?', '~ 12 minutes end-to-end in Autonomous mode. Guided mode is similar plus the time you spend on steering check-ins.'],
['Can I edit mid-run?', 'Yes — at each Guided check-in (Founder and up). Edits propagate downstream so later stages reason from your correction, not the original inference. Autonomous mode still pauses for safety check-ins (framing confirm, drift detection).'],
['Re-runs? Pivot re-runs?', "Yes on Validate and up. Re-run from any stage with edits. Pivot re-runs apply one of the adjacent angles from the Pivot Map as the new framing."],
["What if my idea is in a niche we don't know well?", "The engine grounds itself with public research at the Research stage — so niche markets work as long as there's public signal. Vertical-specific Red Team personas are on the roadmap."],
['Can I keep my idea private?', "Yes. Run data isn't used for training and isn't accessible to anyone other than you. Investor share mode (All-In) lets you share a memo without revealing your identity."],
],
},
{
name: 'Outputs', items: [
['What format is the Decision Memo?', 'A long-form structured document — verdict, key insight, riskiest assumption, full reasoning, with cited evidence from underlying sources. Designed to read like a partner-written memo at a fund. Inline [N] citations appear on the All-In Investor Memo variant.'],
['Can I export?', 'PDF on Founder and up. Investor share links on All-In.'],
['Sharing?', '3 share links per run on Validate. Unlimited on Founder. Investor share mode on All-In redacts founder identity for blind-sharing with VCs.'],
['Who owns the IP?', 'You do. Your idea, your inputs, your outputs. We don\'t claim rights.'],
['Are the outputs deterministic?', 'Same structure every time, same evidence ties, same Red Team posture. Specific wording varies between runs — but the verdict-defining logic is stable.'],
],
},
{
name: 'Data & privacy', items: [
['Where does my idea go?', 'To your private project workspace. Encrypted at rest. Not visible to other users. Not used to train models.'],
['Used to train models?', 'No.'],
['GDPR?', 'Yes — we honor access, export, and deletion requests.'],
['Retention?', "We keep run data while your account is active. Delete your account and all runs are removed within 30 days."],
['Can I delete a run?', 'Yes, anytime from the project view.'],
],
},
{
name: 'Roadmap & honesty', items: [
['Is All-In available today?', 'Yes — All-In is live at launch alongside Spark, Validate, and Founder. Investor framing, the Verifier pass, reasoning trace UI, investor share mode, and portfolio insights are all in production. Pick it from the pricing page.'],
["What's not built yet?", 'See /roadmap for the public board. Anything tagged "for All-In" is in active build; "Next" and "Considering" are honest about being further out.'],
['When will Studio / Team plans ship?', "Not planned in this phase. If you need team features, email us — if enough founders are asking, it'll happen."],
['Will the founding-member price hold?', 'Founding pricing covers the first 100 paying customers — Validate, Founder, or All-In. Spark users qualify if they upgrade while the window is still open. 50% off applies to year 1; year 2 returns to regular pricing, plus you keep 10 bonus credits, a profile badge, and first dibs on new features.'],
],
},
];
function FAQPage() {
const [filter, setFilter] = useState('All');
const [q, setQ] = useState('');
const groups = filter === 'All' ? FAQ_GROUPS : FAQ_GROUPS.filter((g) => g.name === filter);
return (