Alhena AI vs Dosu

Alhena publishes research rather than release notes, and the research is unusually specific: a stress test running 15 live shopping agents through real storefronts found all 15 could answer questions, 9 could sell, 4 could complete a return or order change, and 1 remembered a returning shopper. The rest of the feed is a vertical push into health and wellness — a census of which brands actually have a live assistant, an attribution model, a deployment playbook, and conversion benchmarks putting wellness LLM-referred traffic at 4.68%.

The strategy is to define how agentic commerce gets measured and then be the vendor that scores well on those measures. Publishing a dated census that names which competitors only announced intent is a pointed version of that. The wellness focus is where the argument gets concrete, with the FDA claims boundary and subscription flows treated as design constraints rather than marketing surface. None of this tells you what shipped in the product.

The gap the stress test identifies — agents that answer but cannot act or remember — is the one Alhena is positioning to claim, so expect the next research to measure completion and recall rather than answer quality.