generative-ai

Guided selling ranks on intent and attributes, not "frequently bought together." Reuse Gateway ~180 ms → ~95 ms and ~$791/mo at 50K sessions — not a rec-conversion KPI.

AI product review analysis is a 30-day ops brief, not a public-reply bot. Reuse the Gateway ~180→95 ms canary and ~$791/mo at 50K sessions — sample architecture, not a client KPI.

An AI purchase order agent drafts qty, vendor, and need-by from inventory risk and demand — a human still sends the PO. Reuse Gateway ~180→95 ms and ~$791/mo at 50K, not a client buying KPI.

AI-ready eCommerce data is a seven-domain join contract with asOf — not a warehouse copilot. Reuse Gateway ~180→95 ms and ~$791/mo at 50K sessions; those are not store KPIs.

Adobe's July 2026 expanded cohort: 39% of U.S. retail homepages not machine-readable. Agentic commerce fails earlier — on missing attrs, duplicate GTINs, and stale stock. This is the catalog contract, not the PIM publish workflow.

Investigate this refund — customer, order, product, shipping, return history, policy — then Recommend Approve, Reject, Partial, Replacement, or Human Review. Reuse Gateway ~180→95 ms and ~$791/mo at 50K.

AI identifies return risk, gathers evidence, scores, and flags. It is never proof of fraud and must never automatically accuse customers. Reuse Gateway ~180→95 ms and ~$791/mo at 50K sessions.

RCA hops Revenue→Traffic→Conversion→Products→Inventory→Marketing→Customer — correlation is not causation. Reuse Gateway ~180→95 ms and ~$791/mo at 50K sessions; Baymard 70.22% is not your diagnosis.

Adobe Analytics (1T+ visits) measured July 2026 AI-referral traffic to U.S. retail +62% YoY, +1,219% vs Oct 2024, converting 60% higher than non-AI. Instrument the channel. Do not invent a GEO rank.

Five program levels from AI Assistant to multi-agent ops. Level 5 is optional. Reuse Gateway ~180→95 ms and ~$791/mo at 50K sessions — not a maturity KPI.

Score org-wide AI agent readiness /30 — data, integration, process, governance, priority. Below 16, skip writes. Reuse Gateway ~180→95 ms and ~$791/mo at 50K sessions.

eCommerce AI implementation challenges are IDs, APIs, ownership, and evals — not the model. Reuse Gateway ~180→95 ms and ~$791/mo at 50K sessions as platform floors, not store KPIs.