When Tolstoy / when a specialist
Tolstoy’s honest UGC boundary
Say this out loud in the buying meeting: Tolstoy displays and shoppifies UGC video. It is not the system of record for star ratings.
AI Studio can create UGC-style assets from product photos and Brand DNA. That is branded creative that looks social, not a customer review. Review every output for product accuracy before it hits a PDP.
AI Shopper is guidance, not UGC. CSB’s 6.0% conversion lift and 11x conversion rate for users engaged with Personal Shopper is a Shopper result, not a UGC-widget result. Do not mix the proofs.
Hampden is the platform case: Studio + Player + Shopper together, 7x conversion rate lift and 232% AOV uplift on PDPs with Tolstoy video. Use that proof when the brief is "UGC plus the rest of the PDP," not when the brief is "collect photo reviews."
When to pick a review app instead of Tolstoy: your missing asset is verified reviews. Tolstoy will not send the post-purchase review request, will not be your star-rating schema, and should not be scored as a Loox alternative. Keep Loox (or Judge.me / Yotpo / Okendo). Add Tolstoy only if you also need shoppable video or catalog-generated content.
When to pick Foursixty or Cevoid instead: the brand lives on Instagram, you need one-click rights, ambassador storefronts, or shop-the-look stills. Tolstoy can import social video into AI Player; it is not a rights-and-ambassador gallery product.
When to pick a widget instead of Tolstoy: you have the UGC already, you want it autoplaying under the gallery, and you will not generate SKU video or run a shopping agent. Moast/Quinn/Whatmore/ReelUp are built for that.
When to run two apps
A clean stack for a fashion or beauty catalog:
- Review app (Loox / Judge.me / Yotpo / Okendo) — post-purchase proof, stars, snippets.
- Tolstoy AI Player — shoppable UGC and product video on the PDP; AI Studio if SKUs lack footage; AI Shopper if fit questions kill conversion.
- Gallery app (Foursixty / Cevoid) — only if Instagram rights and ambassador grids are a real workflow. Skip this layer if AI Player already covers the social clips you have.
Do not buy all three "because UGC." Buy the layer whose absence you can point to on a specific PDP.
How to choose this week
- Write the missing module: "no stars," "no IG grid," or "no tagged video on PDPs."
- If "no stars," shortlist review apps only. Stop reading video-app listicles.
- If "no tagged video," ignore review-app feature tables. Pilot Tolstoy AI Player vs one widget app on three SKUs.
- If you have neither UGC nor time to shoot, you do not have a UGC-app problem. You have a content-supply problem — that is AI Studio, with review before publish.
- Measure submissions (reviews), licensed assets (galleries), and attributed PDP conversion (shoppable video) separately. One dashboard metric will hide a bad hire.