Who it is for

AI visibility for SaaS founders

You have product-market fit signals and a working funnel, but when a buyer asks an assistant for options in your category, the incumbents come back and you do not.

What usually goes wrong

Your homepage sells outcomes, not a category

Benefit-led copy converts warm traffic but gives an assistant nothing to file you under. It cannot recommend a product it cannot classify.

Your best content is gated

The material that would prove expertise sits behind a form, so nothing citable is publicly readable.

Proof is anonymous

Logo walls without names, and testimonials without attribution, are the weakest tier of evidence.

The three moves that matter most

1 Write the category sentence

One line naming the category, the buyer, and the outcome — in the H1, title tag, meta description, and llms.txt.

2 Publish a real comparison page

Name the alternatives buyers actually evaluate. Comparison content is heavily weighted in Answer Selection.

3 Ungate one proof asset

Move a single named case study with a concrete outcome in front of the form.

Most SaaS sites fail on Structural Understanding rather than anything technical. The category sentence is usually worth more than a month of content.

See which of these apply to you

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