AI/ML●Mid
Free AI Visibility Audit Tool& Agent
GEO audit tool for AI citations when BrightEdge and MarketMuse already exist.
Solve My Problem
andytan
209d ago
Back to browse
Tool to test brand presence across major LLMs
by loose_booze·Mar 5, 2026·3 points·1 comment
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
Target Audience
Small business owners and marketing teams concerned about AI search visibility
Similar To
SEMrush · Ahrefs · Moz (pivoting to AI)
Similar Projects
SaaS●●Solid
Data-driven GEO and marketing agent platform
Brand Entity Kit fixes LLM hallucinations when Prolific and AirOps just track rankings.
SlickSolve My Problem
timdageno
602mo ago
AI/ML●●Solid
TraceAIO – open-source LLM visibility tracker
Browser-based querying bypasses anti-bot detection where APIs fail.
Big BrainSolve My Problem
owenthejumper
6120d ago
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
104mo ago
SaaS●Mid
Free tools to audit a landing page and check if AI recommends you
Hotjar and CrazyEgg already audit pages with more traffic data.
Ship It
Jxcques
1027d 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
465mo ago