About LLMin8
LLMin8 is a GEO tracking and revenue attribution tool for AI visibility.
LLMin8 helps organisations measure how they appear across ChatGPT, Claude, Gemini, Perplexity and Google AI Search while connecting AI visibility, citation tracking, prompt coverage and competitive gaps to revenue impact.
Why LLMin8 Exists
Search is changing. Buyers increasingly discover software, services and vendors through AI-generated answers rather than traditional search results.
LLMin8 exists to bring accountability, measurement and transparency to AI visibility, AI search, GEO, AEO, citation tracking, prompt coverage and revenue attribution.
The Problem
Most organisations cannot reliably see how they appear across ChatGPT, Claude, Gemini, Perplexity and Google AI Search.
Visibility is inconsistent between models. Recommendations change. Citations vary. Competitors may dominate important prompts without obvious warning signals.
Traditional SEO platforms were designed for rankings and keywords. LLMin8 was built for AI answers, AI citations, prompt coverage, recommendation visibility and revenue attribution.
Our Approach
AI Visibility Tracking
Track where brands appear across major AI search and recommendation systems.
AI Citation Tracking
Measure citations, source attribution, citation coverage and citation share.
Prompt Coverage
Understand which prompts generate visibility and where gaps exist.
Competitive Intelligence
Identify where competitors are being recommended instead.
Revenue Attribution
Connect AI visibility changes to measurable business outcomes.
Verification Runs
Validate improvements through repeatable measurement.
Research and Methodology
LLMin8 is built around replicated measurement, confidence tiers, verification runs and attribution methodology.
AI systems are probabilistic. Reliable measurement requires repeated observation and structured validation.
Learn more through our methodology and research hub.
Founder
Founded by Lubna Noor
LLMin8 was founded by Lubna Noor to help organisations understand, measure and improve AI visibility using transparent and reproducible methods.
The company was built around a simple idea: if AI systems increasingly influence buying decisions, organisations need evidence-based visibility measurement rather than assumptions.
Learn more about L.R. NoorWhat Makes LLMin8 Different
LLMin8 sits alongside platforms such as Semrush, Ahrefs, Profound and Peec AI within the broader AI visibility and AI search category.
Its focus is measurement discipline, methodology transparency, verification and revenue attribution rather than visibility reporting alone.
Who We Serve
- SaaS companies
- B2B technology organisations
- Marketing agencies
- Enterprise organisations
- Brands investing in AI visibility programmes