Discovery experiences that move conversion, AOV, and returns
Merchandising can’t hand-curate every journey. Veristyle turns enriched product data into discovery that works for every shopper, on every visit.
What you’re up against
- 01
Manual tagging doesn’t scale
New drops surface wrong or late because attribute data depends on hand entry. Enrichment gives every product complete, consistent traits on day one.
- 02
Site search underperforms
Keyword search can’t parse intent-shaped queries, so high-intent sessions dead-end. Conversational discovery converts them instead.
- 03
Returns and AOV targets fight each other
Pushing bigger baskets usually means more wrong items. Styling-led, fit-aware suggestions raise AOV and cut wrong-fit returns at the same time — brands on Veristyle have seen up to 2× AOV.
Where Veristyle fits
- Deploy the on-site experience with the Product Discovery app.
- Integrate into your stack via the Developer Toolkit (API, feeds, webhooks).
- Understand the discovery layer in the AI product discovery guide.
Recommended reading
Frequently asked questions
Does Veristyle work outside Shopify?
Yes. Shopify is the fastest install, and the API, feed connectors, and webhooks support Salesforce Commerce Cloud, BigCommerce, and headless storefronts.
Will it slow the site down?
No. The widget loads asynchronously and enrichment runs off the critical path, so Core Web Vitals are unaffected.
How does it handle new products?
Enrichment is computer-vision based, so new items get full trait coverage the moment they enter the feed — no behavioral history required.
See Veristyle on your catalog
See how your products show up in AI search today, and what personalized discovery could do for your numbers.