LLMrefs tracks how often a brand surfaces inside answers from ChatGPT, Perplexity, Google AI Overviews, and similar generative engines. Ecommerce marketing leads use it to monitor prompt-level visibility, identify which citations LLMs pull from, and benchmark share of voice against competitors in product and category queries. The platform fits teams building a generative engine optimization practice alongside traditional SEO, giving CMOs a measurable read on brand presence inside AI-mediated discovery.
> pick this if
Pick this if you're a CMO or SEO lead building a formal generative engine optimization practice and need prompt-level tracking of brand citations across ChatGPT, Perplexity, and AI Overviews with competitive benchmarking.
> look elsewhere if
Look elsewhere if you need an integrated SEO suite with rank tracking, backlinks, and technical audits, or if your team hasn't yet decided GEO is a budgeted workstream separate from traditional search.
> what it does for ecommerce
- Track brand mentions across ChatGPT, Perplexity, and Google AI Overviews
- Monitor prompt-level ranking positions for category and competitor queries
- Benchmark share of voice against rival brands in LLM outputs
- Surface which sources LLMs cite when recommending your products
- Export visibility trends to inform content and PR priorities
> how you'd use it
- DTC skincare brand, $20M GMV, 4-person marketing teamRunning a GEO practice alongside SEO, tracking weekly how often the brand surfaces in ChatGPT and Perplexity answers to 'best retinol for sensitive skin' and 40 adjacent category prompts→ Identified three publisher citations driving 60% of LLM mentions, prioritized PR outreach to two missing sources, lifted share of voice from 12% to 28% against incumbent competitors over one quarter
- Mid-market outdoor apparel retailer, $80M GMV, 8-person growth teamBenchmarking AI Overview presence against three rival brands across 200 product-intent queries, feeding gaps into the content team's editorial calendar→ Cut reliance on guesswork for GEO content bets — editorial roadmap reordered around 25 prompts where competitors were cited and the brand was not
- B2B industrial supplies marketplace, $150M GMV, CMO plus 2 SEO specialistsReporting AI-mediated discovery metrics to the board quarterly, correlating LLM citation volume with organic traffic decline in AI Overview-affected categories→ Gave the exec team a defensible read on brand presence inside generative search, justifying a dedicated GEO headcount hire