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This opportunity was created before the v2 analysis pipeline. Some sections (Pain Narrative, GTM, MVP Scope, Why Might Fail) will appear after the next re-analysis.

This insight was synthesized by AI from public community discussions. We do not display original user posts or comments verbatim—all content has been rewritten and aggregated. Verify before acting on it.

85score
r/SEO
SaaS subscription (tiered by number of prompts tracked)
Build

LLM Share of Voice & Visibility Tracker (SaaS)

A B2B SaaS platform that allows brands and agencies to input target keywords/prompts and automatically tracks how often their brand (vs competitors) is recommended by ChatGPT, Gemini, and Perplexity. It solves the exact problem of measuring the 'starting point' before investing in AEO.

5 channels30-day mention trend: latest 0, peak 1, 30-day series
View on Reddit
Discovered May 8, 2026

Why this matters

A B2B SaaS platform that allows brands and agencies to input target keywords/prompts and automatically tracks how often their brand (vs competitors) is recommended by ChatGPT, Gemini, and Perplexity. It solves the exact problem of measuring the 'starting point' before investing in AEO.

  • · Built for E-commerce brands, Digital Marketing Agencies, SEO Professionals.
  • · Most likely monetization: SaaS subscription (tiered by number of prompts tracked).

Score Breakdown

Pain Intensity9/10
Willingness to Pay8/10
Ease of Build4/10
Sustainability7/10

Market Signal

30-day mention trendPeak: 1
Sparkline: latest 0, peak 1, 30-day series
Channels covered
SEOEntrepreneurSaaSanalyticssmallbusiness

Differentiation

Existing solutions
AI SEO Agencies
Our angle
There is a massive gap for an objective, third-party SaaS tool that audits and tracks LLM visibility, acting as the 'source of truth' to keep agencies honest.

Action Plan

Validate this opportunity before writing code

Recommended Next Step

Build

Strong demand signals detected. Real pain, real willingness to pay — start building an MVP.

Landing Page Copy Kit

Ready-to-paste copy based on real Reddit community language — no editing required

Headline

LLM Share of Voice & Visibility Tracker (SaaS)

Sub-headline

A B2B SaaS platform that allows brands and agencies to input target keywords/prompts and automatically tracks how often their brand (vs competitors) is recommended by ChatGPT, Gemini, and Perplexity. It solves the exact problem of measuring the 'starting point' before investing in AEO.

Who It's For

For E-commerce brands, Digital Marketing Agencies, SEO Professionals

Feature List

✓ Multi-LLM querying engine (API based) ✓ Brand mention detection using LLM-as-a-judge ✓ Competitor benchmarking dashboard ✓ Historical visibility trend graphs

Where to Validate

Share your landing page in r/r/SEO — that's exactly where these pain points were discovered.

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Report & PRDBUSINESS

Community Voices

Real quotes from Reddit comments that inspired this opportunity

  • can they show you exactly where you stand across ChatGPT, Gemini, Perplexity right now, before they touch anything? if they can't measure the starting point they can't measure results.
  • Apparently my top 2 competitors are all over gemini and chatgpt.
  • It has to be more than just tracking prompts because nobody knows for sure what prompts potential customers are actually using.
  • Lots of agencies out there selling AI snake oil.
  • A lot of “AI SEO” agencies are just selling rebranded SEO with fancy wording.
  • run from anyone guaranteeing rankings in AI search. nobody controls what ChatGPT recommends week to week.

Other opportunities in the same theme

Auto-clustered by AI from related discussions

Frequently asked questions

Who feels this pain?
E-commerce brands, Digital Marketing Agencies, SEO Professionals
Is this a real opportunity?
This opportunity scores 85/100 on Pain Spotter's composite metric (pain intensity, willingness to pay, technical feasibility and sustainability). Validate further before committing engineering time.
How should I validate it?
Run 5 customer-discovery conversations with the target audience, post a landing page with a waitlist, and check the linked source post for recent activity before building.