A
Alhena AI
AI-ASSISTANTS
Velocity5.0
AI shopping and support concierge for ecommerce (formerly Gleen AI).
Alhena publishes AI CX failure mode research; no product releases visible in recent entries
ai-customer-serviceai-agentsecommerce-cxfailure-modesresearch
◆Current state
Alhena's recent changelog entries are a research content series on AI customer service agent failure modes — published findings from stress-testing 15 live deployments across catalog dumping, handoff failures, answer-only fallback, and reasoning gaps. The content is substantive and technically specific, but it is research output, not product feature announcements.
◆Where it's heading
The failure mode research is clearly building toward product positioning — Alhena is defining the problem space its platform is designed to solve. Whether the product itself is shipping capabilities that address these failure modes is not visible from the current entries. The research cadence suggests a product that publishes before it ships.
◆Prediction
A product announcement addressing the identified failure modes (particularly answer-only fallback and handoff cliff) is likely to follow the research series, possibly framed as the capabilities Alhena already ships vs. the 14/15 agents that failed.
◆Recent moves
- No recent moves indexed yet.