# Real content beats fake proof

> Replace placeholder text, rounded numbers, stock faces and generic testimonials with specific, verifiable content, or leave an honest gap.

Module: Spotting AI-default UI · Level: beginner · 6 min · https://school.agents.org.in/design/tells/real-content

A proof section from a product page. Six things on it would make a careful visitor trust it less. Find them.

*[Interactive demo: Rounded numbers, a quote about nothing, a placeholder name, a stock face, lorem ipsum, a stale version.]*

The fastest way to spot generated UI isn't the visual style. It's the content. You can restyle a page in an afternoon, but "John Doe, CEO at Acme Inc." gives the game away in a glance.

## Five kinds of fake

**Placeholder text.** Lorem ipsum (Scrambled Latin used as placeholder text while a layout is designed. Shipped in a real product, it means the copy (and the design) wasn't finished), "Section title", "Description goes here", "Coming soon". If you don't know what the real copy is, the design isn't ready.

**Rounded numbers.** "100+ customers", "1000+ projects", "Hundreds of integrations". They read as approximations because they are. Specific numbers feel real because they imply someone looked:

  **Before (avoid):**

100+ customers<br />50,000+ downloads<br />Hundreds of integrations

  **After (do this):**

127 customers<br />52,841 downloads this month<br />26 integrations

**Placeholder people.** John Doe, Jane Doe, Acme Corp, user@example.com, a gray stock headshot. They say "we couldn't be bothered to find a real example".

**Marketing copy that says nothing.** "Unleash your potential." "Transform your workflow." "The all-in-one solution for…" All correct English, all empty. If a line could appear on any product's homepage, it is worth nothing on yours.

**Stock photography.** The diverse team smiling at a laptop. A real screenshot of the product explains more than any photo; a real, imperfect team photo beats a posed one; often the best image is none.

*(Specific is not the same as long. A 4-word real headline beats a 12-word generic one.)*

## Testimonials that sound like a person

  **Before (avoid):**

"This product changed our company."<br />John Doe, CEO

  **After (do this):**

"We went from 12 deploys a week to 47 in the first month. Our SRE team finally took a Friday off."<br />Sarah Chen, Engineering Manager

The good one is specific (12 to 47), attributable (a real name and role), and has a voice: the small aside about Friday is something only a person would add. Real quotes have tics and half-thoughts.

**Never fake a testimonial.** Use opted-in quotes from real customers, fictional examples clearly marked as examples, or your own team. Privacy rules like GDPR may limit what real customer data you can show, which is one more reason to ask.

## Signs that someone is home

Real products show evidence of ongoing attention, and their absence reads as abandonment:

- **Timestamps** on changelog entries.
- **Real version numbers**, like `v4.7.2`, not `v1.0` forever.
- **Recent dates** on "last updated".
- **Live proof**: "Used by 847 customers as of this week".

## Where it matters, and where it doesn't

It matters most on landing pages, empty states ("Add your first project" beats "No data"), error states ("Couldn't reach our API. Trying again in 4s…" beats "Error occurred"), about and team pages, changelogs, and demo environments, where realistic data trains the team to think about real cases.

It matters less in an internal admin tool on a deadline, or an early prototype where the copy lands later. Just don't ship the prototype as the product.

> **An honest gap beats fake proof.** If you have no customers yet, cut the "Trusted by" section. A launch page with a real screenshot and no social proof reads as new. A launch page with "10,000+ teams" and gray logos reads as fake.

**Content authenticity pass (paste into your agent):**

```text
Go through this page and list every piece of inauthentic content:
- lorem ipsum, "Coming soon", "Section title"
- rounded numbers ("100+", "Hundreds of") → ask me for the real count, or remove
- placeholder names and companies (John Doe, Acme), stock headshots
- testimonials with no specifics → ask me for real, opted-in quotes; never invent one
- marketing lines that could appear on any product's homepage → rewrite with a concrete claim
- missing dates and versions on changelogs and "last updated"
Don't fabricate numbers or quotes to fill a gap; mark the gap and leave it for me.
```

**Check yourself:** Your product launched last week with 9 paying customers. What should the social proof section say?

- [ ] Trusted by 100+ teams
- [ ] Loved by teams everywhere, with five gray logos
- [x] Either a real line, like a named quote from one of the 9, or no section at all
- [ ] Join thousands of happy customers

*Why:* Rounded or invented proof is a tell and erodes trust. Use something real and specific, or leave an honest gap.

## In the skill

- https://school.agents.org.in/skill/anti-patterns/content-authenticity.md