Five catalog change events and a 30-minute weekly cadence that keeps your ecommerce AI accurate. The operational playbook for CX and ops teams using Alhena AI.
Per-transaction AI metrics capture only 30-40% of total value. A four-stage CLV attribution framework reveals AI-engaged customers are worth 40-60% more over 12 months.
Most loyalty programs treat every customer the same. AI transforms loyalty with milestone recognition, dynamic reward calibration, churn-risk intervention, and preference-aware personalization.
Third-party cookies are functionally degraded across 40% of the web. Conversational AI is the new zero-party data engine that replaces what cookies once provided for personalization, retargeting, and AI visibility.
AI shopping assistant conversations reveal product gaps, missing attributes, pricing holes, and bundling opportunities that no dashboard or survey captures. Here are five pattern categories with specific merchandising actions your team can take this week.
The AI disclosure debate is settled by regulation, but how you disclose determines whether transparency helps or hurts conversion. Four disclosure approaches with copy templates, an A/B testing framework, and why hallucination-free accuracy makes transparency a competitive advantage.