# INVOX: AI commerce and product discovery intelligence: controlled benchmarks, source evidence and retesting for ecommerce brands\.

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## Pages
- [Contact](https://www.invoxmedia.com/contact/)
- [Articles](https://www.invoxmedia.com/articles/)

## Posts
- [A citation is a lead\. Not a causal explanation\. \| INVOX Labs](https://www.invoxmedia.com/source-alignment/): How to compare claims in an AI answer with cited pages, without mistaking evidence overlap for causation\.
- [Would AI find your product—or just describe it?](https://www.invoxmedia.com/insight-shopping-questions/): Two different questions\. A running jacket shows why we test both\.
- [The useful questions to ask after an order\.](https://www.invoxmedia.com/insight-customer-feedback/): How support and honest feedback can improve the information the next customer sees\.

## Categories
- [Uncategorized](https://www.invoxmedia.com/category/uncategorized/)

## Optional
- [Sitemap index](https://www.invoxmedia.com/sitemap_index.xml)