generative-ai

Next-best product is compatibility plus stock plus the current cart — not co-occurrence. Reuse Gateway ~180 ms → ~95 ms and ~$791/mo at 50K — not an attach-rate KPI.

An AI agent for excess inventory recommends stop-buy, transfer, bundle, promo, or liquidation — margin-aware, never an uncontrolled markdown. Reuse Gateway ~180→95 ms and ~$791/mo at 50K.

Five phases from quick wins to advanced ops. Post 40 ranks which workflow; this sequences when. Reuse Gateway ~180→95 ms and ~$791/mo at 50K — not a roadmap KPI.

Score automations as Volume × Frequency × Effort × Impact × Feasibility — not a promised return. Model the ~$791/mo platform silhouette at 50K sessions; reuse Gateway ~180 to 95 ms.

An AI vendor-performance agent outputs health, problems, causes, and actions — PO changes stay HITL. Reuse Gateway ~180→95 ms and ~$791/mo at 50K, not a client OTIF KPI.

Baymard still measures cart abandonment at 70.22%. Timed reminder emails do not classify why they left. Reuse Gateway ~180 ms → ~95 ms and ~$791/mo at 50K — not a recovery-rate KPI.

A merchandising agent recommends what to feature or bury today — it does not own the homepage. Reuse Gateway ~180 ms → ~95 ms and ~$791/mo at 50K, not a merch-lift KPI.

Fifteen store automations scored as traditional vs agent — not 15 week-one builds. Reuse Gateway ~180 ms to ~95 ms and the ~$791/mo AgentCore silhouette; Baymard cart abandonment sits at 70.22%.

Discounts convert and destroy margin. The agent classifies no-discount / bundle / 5% / human — it does not mint codes. Reuse Gateway ~180 ms → ~95 ms and ~$791/mo at 50K, not a promo-ROI KPI.

Replace "Sales down 15%" with contributors, unknowns, and ranked actions. The 15% is a schema fixture. Reuse Gateway ~180 to 95 ms and ~$791/mo at 50K sessions.

A data agent joins orders, customers, products, and inventory through six named tools — no unrestricted SQL. Reuse Gateway ~180→95 ms and ~$791/mo at 50K sessions; not store KPIs.

Monitor eCommerce data with deterministic rules first — six example checks, model investigates only. Reuse Gateway ~180→95 ms and ~$791/mo at 50K sessions; not a client DQ KPI.