The Cheat Code

Live. Can documented behavioral research replace design intuition? We built a landing page for a company that doesn't exist to find out.

Why This Matters

Every startup, freelancer, and small business owner pays a designer to make trust decisions by gut feel. Colors, layout, typography, CTA placement: most of it is intuition backed by experience. This experiment asks whether documented, peer-reviewed behavioral research can replace that gut entirely, and what it means for the design industry if it can.

The Setup

No designer. No agency. No gut feeling. We ran three deep research queries, one each to Perplexity, Microsoft Copilot, and ChatGPT asking what peer-reviewed and documented research says about trust signals and conversion behavior on websites.

All three agreed. Same research. Same answer. So we built exactly what the data said to build: a landing page for a compliance concierge for new LLC owners. The company doesn't exist. The service is fictitious. The design decisions are not.

The question: Does your brain respond to what the research describes, even when you know it's an experiment?

Color / Trust Navy blue (#1B4B8A) as primary trust color. JSTOR peer-reviewed research shows blue measurably increases trust judgments in financial and legal contexts. Not because it looks professional, because the data says so.
Color / Action Orange (#E07B12) for all CTAs. Triggers action without the threat response red creates. CXL Institute documents this. Green reserved for approval signals only: checkmarks, confirmations, trust badges.
Layout Single column, left-aligned. Left-aligned copy processes faster than centered. Single column beats grids for decisions that carry risk. No grid. No two-column hero. One path.
Typography 16px minimum body font. 50–75 characters per line. Both are documented readability thresholds. Below 16px increases cognitive load. Outside 50–75 CPL, comprehension drops.
CTA Placement Above the fold, repeated at 50% scroll. First CTA visible without scrolling. Second CTA placed at the point most users reach before deciding to leave or convert. Same text, same color, same action.
Background Off-white (#F7F4EF) instead of pure white. Pure white increases eye strain on long-form content. Off-white reads warmer, reduces fatigue, keeps users on the page longer.
✓ Perplexity agreed ✓ Copilot agreed ✓ ChatGPT agreed
The Live Page

The page is live at directorwithoutapayroll.com. The product doesn't matter. The service is fictitious. What we're measuring is whether documented behavioral research produces a measurable response, without any designer, without any gut call, without any brand history.

Look at it. Notice what you feel before you know what you think. That's the experiment.

View the live page →

Three different AI research engines converged on the same design system without talking to each other. The consistency isn't a coincidence: it's the research. These findings exist in peer-reviewed literature and conversion science documentation. The AI tools found the same papers.

The deeper question is whether knowing you're being influenced changes whether it works. The research says it doesn't. You don't get a vote on that part.

Cost and Time
Research phase
3 AI queries
~30 minutes
Total AI cost
$0
All free tier tools
Hosting
$0
Existing infrastructure
What We're Measuring

The page is live at directorwithoutapayroll.com. We're tracking: time on page, scroll depth, CTA click rate, and bounce rate.

The hypothesis: a page built entirely from documented research, with no design intuition involved, will perform at or above industry benchmarks for trust and conversion metrics. Results will be posted here as data accumulates.

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