Quarterly benchmark · Q2 2026
How Conversion OS compares to the rest.
Honest numbers. AI-attributed conversion rates pulled from 14,000+ active Zubby stores compared against published industry benchmarks for Shopify, Tidio, and Klaviyo. We update this every 90 days.
| Metric | Zubby | Shopify | Tidio | Klaviyo |
|---|---|---|---|---|
Storefront conversion rate Visitors → orders, AI-attributed for Zubby. | 4.8% | 1.4% | 2.1% | — |
Cart rescue rate Abandoned carts that complete after AI intervention. | 23% | 8% | 11.5% | 14.2% |
Revenue per chat AOV × conversion across AI-led conversations. | $41 | — | $12 | — |
First-response time Median time to first shopper reply. | 1.4s | 12m | 14s | 12.0h |
ROI vs subscription cost Attributed revenue ÷ plan cost across active stores. | 14x | 1x | 1.3x | 4x |
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