Veristyle Visibility Lab

Know what enrichment wins before you go live

Don’t publish and wait months for AI engines to catch up. Visibility Lab measures the AI visibility lift from Veristyle enrichment up front, on real customer queries, against your real competitors.

Veristyle Labs benchmarks against real products, real queries, and real competitors. It takes the questions your customers actually ask, runs them against your catalog and the brands you compete with, before and after enrichment, and shows you exactly what moved: which products surfaced, who won the query, and why.

Real products

Your live catalog, benchmarked side by side with the products shoppers actually compare you to.

Real queries

The questions your customers actually ask: occasion, fit, budget, style, in their own words.

Real competitors

The brands you compete with for every answer, held constant so the only variable is your data.

Why test first

Proof in advance, not months later

Measuring AI visibility in production means waiting for engines to re-index and guessing what caused the change. Visibility Lab gives you a controlled answer first.

Go live and waitVisibility Lab
When you see resultsMonths after launch, once AI engines re-crawl your catalogBefore anything goes live
What drove the changeMuddied by seasonality, ads, promotions, and model updatesIsolated: only your product data changes
What you learnA single visibility score that drifts week to weekQuery-by-query: what surfaced, who won, and why
If it’s not workingYou find out a quarter laterYou fix it before launch
How it works

A controlled before-and-after test

  1. 1

    Start with your customers’ questions

    We gather the questions your customers actually ask an AI shopping assistant.

  2. 2

    Run them against the market

    Each question runs against your catalog and the brands you compete with.

  3. 3

    Before and after, before launch

    Same questions, same competitors, same AI. Only your product data changes, and nothing has to go live.

  4. 4

    See exactly what moved

    A query-by-query report of what changed, and the reason behind every change.

What you get

Exactly what moved

Not a vanity score. A query-by-query view of how AI shopping assistants treat your catalog.

Which products surfaced

Every product that was retrieved, recommended, or promoted to first pick, before and after.

Who won the query

Whether the AI recommended you or a competitor for each question, and your share of all recommendations.

And why

The attributes and context the AI used to justify its pick, so you know which enrichment drove the result.

Run a lab on your catalog

See Veristyle on your catalog

See how your products show up in AI search today, and what personalized discovery could do for your numbers.

Book a demoGet it on Shopify