AI Agents

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.

AI agents do not replace Shopify Flow or OMS state machines. Hybrid is the default: rules own money movement; the agent returns a structured decision. Reuse Gateway ~180 to 95 ms and ~$791/mo at 50K sessions — not store conversion KPIs.

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 retention agent names who is at risk, why, and what action — not a silent ESP overwrite. Reuse Gateway ~180 ms to ~95 ms and ~$791/mo at 50K; Baymard abandonment is 70.22%.

A support agent that looks up orders is not a refund machine. Week-one reads only; reuse Gateway ~180 ms to ~95 ms and the ~$791/mo AgentCore silhouette — not ticket-cut KPIs.

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.