Six Products, Zero Pricing Pages: The Pattern That Stops AI Users Cold

The Pattern: Vagueness Everywhere

This week's six test runs across distinct products hit a consistent wall. Not a technical one, a credibility one. Simulated AI users encountered products that claimed to do specific things (search result control, receptionist automation, real estate listing management) but offered almost no concrete evidence that those claims were true.

The issue wasn't always missing features. It was missing information. No pricing. No customer logos. No specifics on how the core feature actually works. Just navigation menus, marketing language ('auto-magical,' 'wears many hats'), and UI mockups that could belong to any product.

One product had not one but two call-to-action buttons on the landing page, neither went anywhere useful. Another buried a social proof claim below the fold with no logos or numbers to back it up.

Where Simulated Users Quit

No completion data was recorded, but the patterns are clear: users stopped engaging when they couldn't answer basic questions.

• Pricing remained invisible. Zero products displayed pricing information or even a link to it. No subscription tiers. No demo request button that signals cost exists. This alone disqualifies a product from serious evaluation.
• Value props were too generic. Claims like 'control over your search results' or 'hands-off automation' mirror what five other tools promise. The AI users had no way to know what made these different.
• Social proof was claimed but not shown. One product stated it was 'trusted by modern real estate teams' with nothing, no customer names, logos, testimonials, or numbers.
• Feature descriptions lacked specifics. A tool that supposedly handles receptionist, cold caller, analyst, and 12 other roles needed at least one concrete example of how it actually does any of them.

What To Do

If your landing page requires users to guess at pricing, prove nothing, and assume your product is unique, simulated users will leave, and so will real ones. Add a pricing section. Name one customer. Show, don't tell. Explain one feature in detail instead of ten in buzzwords.

See the full breakdown: https://indiecru.sh/roast