HN Showcase
Back to browse
Tool to test brand presence across major LLMs

Tool to test brand presence across major LLMs

by loose_booze·Mar 5, 2026·3 points·1 comment
Visit ProjectView on HN

AI Analysis

●MidSolve My ProblemEye Candy

Solves a real new problem, but the market is barely formed and validation is weak.

Strengths
  • •Addresses a genuine emerging need: AI visibility as distinct from SEO, timely and actionable
  • •Free audit with 30-second entry barrier lowers friction; attractive landing page and clear positioning
  • •1,300+ audits show some traction and market awareness
Weaknesses
  • •Unverified claims: 280% 'AI visibility lift' and testimonials lack specifics, no definition of 'lift'
  • •No transparency on methodology—how are you querying LLMs at scale? How does citation frequency translate to business impact?
Category
SaaS
Target Audience

Small business owners and marketing teams concerned about AI search visibility

Similar To

SEMrush · Ahrefs · Moz (pivoting to AI)

Similar Projects

Open Source●●Solid

Citatra – Opensource AI visibility tracker for Google AI Overview

Self-hostable alternative to closed AI visibility SaaS, but limited by 1-workspace open-source cap.

Niche GemDark Horse
Citatra
103mo ago
SaaS●●Solid

Potatometer – Check how visible your website is to AI search (GEO)

The Potatometer nails a fun, focused angle: deterministic SEO checks plus an explicit 'GEO / AI visibility' score and support for modern signals like llms.txt and schema detection. The site promises instant, prioritized fixes (code snippets and time estimates) and a playful 'Potato Scale' that actually helps frame results for non-SEO folks. That said, the real value will hinge on how accurately its checks map to actual LLM citation behavior — the landing page shows confidence but stops short of proof or case studies.

Niche GemSlickShip It
apswin
463mo ago