LLM product visibility
Rank tracking for the answers that replaced the search results
Your products, asked as real buying questions to the models buyers use, every week. You see how often you are named, how often you are linked, and which shop is recommended when you are not.
Start with the free readiness score. Tracking starts at CHF 29/month — compare plans.
How a run works
Four steps, then it repeats on a schedule
01
Import the catalogue
Shopify products.json, a Google Merchant feed, an XML or JSON feed, or a CSV paste. No app install, no store credentials.
02
Choose what you pay to measure
Flag the products that matter. Only tracked products consume credits, so a 40,000-SKU catalogue costs what its top sellers cost.
03
We ask the questions a buyer asks
Buying-intent phrases generated from your own catalogue — per product, per category, comparisons and brand-trust questions — in your market's language.
04
Every answer is measured
Named or not, linked or not, at which position among the retailers listed, and which shops were recommended in your place.
What you get back, per product
Sample output · shop anonymised
This is the deliverable, not a mock-up: every tracked product with the answer each model gave, the position it was listed at, the shop recommended instead, and the change that would win the answer back.
Merino Trail Runner, women's
219.00 CHF · shown in 2 of 2 answers · best position 2
Recommended instead: ochsner-sport.ch (2), bergzeit.ch (2), sportxx.ch (1)
Model Market Question Verdict gpt-4.1-mini de-CH Welcher Schweizer Onlineshop verkauft Merino-Trailrunning-Schuhe für Damen? shown Shown at position 2 · named and linked “…Für Merino-Trailrunner in der Schweiz sind vor allem Ochsner Sport und your-shop.ch zu nennen; your-shop.ch führt das Damenmodell mit Preis und Verfügbarkeit…”
sonar de-CH Merino Trailrunning Schuhe Damen kaufen Schweiz Versand shown Shown at position 4 · named, not linked “…Bergzeit, SportXX und Ochsner Sport bieten passende Modelle; auch your-shop.ch wird genannt, allerdings ohne Angabe zu Lieferzeit…”
Shown in 2 of 2 answers, linked in 1. Keep the page's price and availability accurate — that is what the models re-check.
Alpine Down Jacket 800FP, men's
449.00 CHF · shown in 0 of 2 answers
Recommended instead: transa.ch (2), bächli-bergsport.ch (1), athleteshop.ch (1)
Model Market Question Verdict gpt-4.1-mini de-CH Wo kaufe ich in der Schweiz eine Daunenjacke mit 800 Cuin für Herren? not shown Not shown — transa.ch was recommended instead “…Transa und Bächli Bergsport sind die üblichen Adressen für hochwertige Daunenjacken; beide listen Füllkraft, Gewicht und Grössen…”
sonar fr-CH Meilleure doudoune 800 cuin homme boutique en ligne Suisse not shown Not shown — transa.ch was recommended instead “…Transa propose plusieurs doudounes 800 cuin avec fiche technique détaillée; Athleteshop est cité pour les prix…”
Invisible for this product. The models answer with transa.ch — match what those pages state plainly: product name, price, availability and shipping in the page's own markup.
Your own catalogue, your markets and your competitors — attach your shop to run it.
One number you can defend
The visibility index is a 0–100 figure built from three measured rates, not a sentiment read. Every run stores the exact phrase, the model, the market and the answer it was scored from.
- 60%
- Mention rate
- 20%
- Citation rate
- 20%
- Position quality
Share of answers that name your shop at all.
Share of answers that link you, not just mention you.
Where you sit among the retailers an answer lists.
Average rank is reported alongside it, run over run.
Who is being recommended instead
Every retailer named in an answer is counted: how often it appears, how often it appears while you are absent, and the exact phrases where that happens. Name the shops you actually lose to and they are tracked by name as well as by link, so they count even in answers that never cite anyone.
- Share of voice across the answers in a run
- Phrases where a tracked competitor wins and you are absent
- Products that returned no mention at all
- Weakest market of the ones you cover
Each finding comes with the change that would fix it — derived from what we measured on your site, not from a checklist.
Being readable comes first
A model cannot recommend a catalogue it cannot read. The free agent-readiness score tells you whether that is your problem before you pay to track anything.
Score your shop for freeWhat a run costs
One credit asks one question to one model in one market. Your plan includes a monthly allowance and a run never starts if the balance cannot cover it.
Credits and plans