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.

88score

r/SEO

SaaS subscription (tiered by number of keywords/brands tracked)

Build

LLM Citation Tracker & GEO Reporting SaaS

A B2B SaaS platform for SEO agencies that tracks brand mentions and citations across major LLMs (ChatGPT, Claude, Gemini, Perplexity) for target keywords. It generates white-labeled 'Generative Engine Optimization' (GEO) reports that agencies can sell to high-paying clients.

View on Reddit

Discovered Apr 27, 2026

Score Breakdown

Pain Intensity9/10

Willingness to Pay9/10

Ease of Build5/10

Sustainability8/10

Differentiation

Existing solutions

Ahrefs

Our angle

There is no mainstream, dedicated 'Rank Tracker' specifically built for LLM citations (ChatGPT, Claude, Perplexity) that agencies can use to generate white-labeled GEO reports.

Community Voices

Real quotes from Reddit comments that inspired this opportunity

“Hoping someone is looking into query fan out, snippets, retrieval logic and general RAG in those LLMs as well!”
“I test it routinely by putting in a prompt, noticing I'm not cited, publishing and ranking in Google and appearing in Grok BEFORE Gemini”
“the best and most expensive clients buy GEO - they get keywords optimized for LLMs and reports that go up and to the right.”
“Is that something we can expect the industry to successfully educate the market on? Or is it more likely the industry will just slowly rebrand to GEO and lean into AI verbiage in marketing?”

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 Citation Tracker & GEO Reporting SaaS

Sub-headline

Who It's For

For SEO and Digital Marketing Agencies looking to upsell 'GEO' services to enterprise clients.

Feature List

✓ Multi-LLM Keyword Tracking (ChatGPT, Claude, Gemini) ✓ Citation Verification (Did the LLM link to the client's domain?) ✓ White-label PDF/Web Reporting Dashboard ✓ Share of Voice (SOV) metrics for AI responses

Social Proof

“Hoping someone is looking into query fan out, snippets, retrieval logic and general RAG in those LLMs as well!”— Reddit user, r/r/SEO

“I test it routinely by putting in a prompt, noticing I'm not cited, publishing and ranking in Google and appearing in Grok BEFORE Gemini”— Reddit user, r/r/SEO

“the best and most expensive clients buy GEO - they get keywords optimized for LLMs and reports that go up and to the right.”— Reddit user, r/r/SEO

“Is that something we can expect the industry to successfully educate the market on? Or is it more likely the industry will just slowly rebrand to GEO and lean into AI verbiage in marketing?”— Reddit user, r/r/SEO

Where to Validate

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