Lantern connects how AI shopping agents answer, why they pick one brand over another, what your commerce signals should change, and how your team measures the work — in one inspectable loop across ten surfaces.
AI Visibility, Category Position and competitor rankings in one trend — with the ten brands you actually compete against, ranked by mentions across ChatGPT, Claude, Perplexity, Gemini and Amazon Rufus.
Citations records every URL the providers cited — your own, earned, or competitor — with a Citation Score per URL, the queries that surfaced it, and a 30-day trend.
The authority, presence, review and social signals AI providers weigh when deciding whether to cite you. Every Missing entry links to its fix.
Every change Lantern proposes is staged by horizon. Small owned-page wins this week; the source-building work that compounds for months; an Applied log that ties shipped work back to Brand Health movement.
Small, owned-page recommendations: schema, FAQ, comparison blocks, product-feed gaps. Each one scoped, with a named owner.
Source-building, partner, PR and category-content work that compounds the citation graph over a quarter or more.
Each Applied recommendation is tied to the Brand Health delta it produced — your team's audit trail.
A weekly digest of how AI providers describe your category, competitors and prompts — a 7-day diff with the source URLs that shifted.
No store access. No signup. The first scan lands as a board-ready brief, not another dashboard.
See where AI recommends competitors and what to improve first.