Visibility score41/100
Prompts tested12
Fixes recommended6

What we tested

Buyer-intent prompts across four AI platforms.

Live prompt tracelocal intent — sample
Prompt 3 of 12

Who are the best SAT tutors in Austin for a student aiming for a top-20 school?

Riverside Test Prep appears

Mentioned once, third in the list, with no pricing or outcome data cited.

Competitor cited first, with proof

"Austin Score Prep" was recommended first, with a cited average score improvement and a dedicated comparison page.

Missing entity details

No mention of specific score-improvement data, session format, or which grade levels Riverside serves.

Second competitor cited on pricing prompts

When the prompt asked about cost, a different competitor was named with a clear starting price; Riverside was not mentioned at all.

41 visibility score4 prompt gaps2 fixes first

Recommendations

Six practical fixes, ranked by impact.

Highest impact

Add outcome data to the homepage

No average score improvement, pass rate, or student result is stated anywhere on the site. Competitors lead with this. A dedicated "Results" section with real (client- approved) numbers is the single highest-leverage fix.

High impact

Publish a pricing page

AI tools consistently skip businesses with no visible pricing when a prompt is price-sensitive. A simple "starting at $X" page would close this gap immediately.

Medium impact

Add a comparison / "how to choose" page

The top-cited competitor has a page specifically comparing tutoring formats. A similar page gives AI tools a clearer, citable source to pull from.

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