| Platform coverage | SFCC native cartridge + API-first for Shopify, Adobe Commerce, SAP, commercetools, VTEX, SCAYLE, BigCommerce, headless | Shopify-first; limited native support for other platforms |
| Photo and UGC reviews | Shopper photos, written reviews, star ratings, Q&A, and custom attribute capture | Strong photo and video review collection with visual gallery layouts |
| Moderation governance | Role-based queues, profanity filtering, publish-state control, policy-driven workflows | Basic moderation with auto-publish options; less governance depth |
| Data ownership | Export-friendly; designed for BI, CRM, and warehouse sync | Platform-controlled; export capability varies by plan |
| Headless / API support | Full REST API for all review data, submission, and display | Limited headless support; primarily widget-based rendering |
| Multi-store / multi-brand | Supported — designed for enterprise catalog and site architectures | Shopify multi-store through Shopify organisation management |
| Best-fit operator profile | Engineering and commerce teams owning system behaviour across enterprise or non-Shopify stacks | Shopify merchants prioritising speed and visual UGC |
| Commercial model | Annual platform subscription; onboarding optional | Shopify subscription; volume and feature tiered |