How to Measure AI Visibility for an Ecommerce Brand
A measurement guide for retail and DTC teams: what to track when AI answers name your product but send the buyer to a marketplace.
How to measure brand visibility in AI answers: prompts, mentions, citations, share of voice and reporting.
A measurement guide for retail and DTC teams: what to track when AI answers name your product but send the buyer to a marketplace.
The six AI search KPIs worth putting in a monthly report, how to define them so they hold up, and the popular metrics that belong in the appendix.
GA4 now has an AI Assistant channel, but AI Overviews and AI Mode clicks count as Organic Search and many ChatGPT visits now show up as Direct. Here is how to read the numbers.
An AI answer is one sample from a distribution. This is the sampling design that turns those samples into a visibility number you can defend.
Measure your brand in Google AI Overviews and AI Mode with Search Console impressions, GA4 and prompt-level tracking.
How to track brand mentions in Gemini: the surfaces people confuse, what is measurable, the metrics to keep and where the traffic lands in GA4.
How to track brand mentions in ChatGPT with a fixed prompt set, the right metrics and an honest read on what each method can measure.
What Search Console's Generative AI report measures, why you cannot add its impressions to your Search totals, and how to use it each week.
A complete guide to the AI Visibility Score: how it's measured, what counts as a mention, how position weighting works, and how to benchmark your brand across LLM answers.
Perplexity is the only mainstream AI search engine that always cites its sources inline. Here is how to track brand mentions, measure citation share, and win more Perplexity citations in 2026.
A 10-step AI visibility audit you can run in a single working day. Manual prompts, tracking sheet, action plan, plus LLM Pulse free report option.
Choosing an AI visibility tool? Look beyond the feature list: model coverage, real depth, optimization, integrations, product velocity, the team and traction.
Share of voice in AI search is no longer about ad spend or social mentions. It is about how often ChatGPT, Perplexity, Gemini, and Google AI Mode name your brand, cite your URLs, or recommend you. Here is the math, the playbook, and the worked examples for 2026.
AI models already have an opinion about your brand. Learn how AI brand reputation analysis works and how to measure it across 7 dimensions with LLM Pulse.
Are AI rank trackers actually useful? We debunk the biggest myths about measuring brand visibility in LLMs, from inconsistency concerns to prompt methodology, and explain what actually matters.
Learn how to measure AI share of voice in 2026 with real formulas, worked examples, per-model and per-locale breakdowns, and a CMO-ready reporting template.
Free Looker Studio (Data Studio) template to track AI search and LLM visibility across ChatGPT, Perplexity, Gemini, Google AI Overviews, and AI Mode. Copy the template, install the free LLM Pulse connector, and get a live AI visibility dashboard in five minutes.