AI Agents

The shopping-agent information object — not the PIM catalog contract. Fragmented data produces poor recommendations. Reuse Gateway ~180 to 95 ms and ~$791/mo at 50K sessions, not a passport completeness KPI.

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.

B2B quote agents draft from customer price and ATP — they do not auto-issue above your cap. Reuse Gateway ~180 ms → ~95 ms on the B2B CRM canary. Artifact thresholds are fixtures, not client SLAs.

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.

A 30-day B2B cadence that goes quiet is an AM task — not a "we miss you" email. Investigate stock, customer price, credit, and tickets first. Reuse Gateway ~180 ms → ~95 ms from the B2B CRM canary.

Predict the next buy from interval and behavior — do not spam, do not touch subscription billing. Reuse Gateway ~180 ms to ~95 ms and ~$791/mo at 50K; Baymard cart abandonment is 70.22%.

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.