generative-ai

An AI demand forecasting agent explains the number a stats model already owns — likely demand, why, and what to do. Reuse Gateway ~180→95 ms and ~$791/mo at 50K, not a MAPE claim.

Proactive store monitoring is signals to human — not another dashboard login. Reuse Gateway ~180 to 95 ms and ~$791/mo at 50K sessions. Harness GA June 17, 2026.

Reusable detect to approve-or-execute for order, inventory, customer, and payment exceptions. Reuse Gateway ~180 to 95 ms and ~$791/mo at 50K sessions. Not a client refund KPI.

An AI inventory agent ranks SKUs as reorder, wait, stockout risk, or excess — a risk brief, not an auto-PO. Reuse Gateway ~180→95 ms and ~$791/mo at 50K, not a client turns-of-cover KPI.

Revenue is not profit. Rank SKUs only when cost, discounts, shipping, returns, ads, and fees exist — else unknown. Reuse Gateway ~180→95 ms and ~$791/mo at 50K sessions.

An AI operations control tower answers what requires human attention now — not the 8 a.m. Slack brief. Reuse Gateway ~180 to 95 ms and ~$791/mo at 50K sessions.

AI order exception management is investigate-then-recommend: payment, inventory, address, delay, fulfillment, fraud. Reuse Gateway ~180→95 ms and ~$791/mo at 50K — not a client refund KPI.

Recommend Maintain, Increase, Decrease, Promote, Bundle, or Clear — not a live price write. Lawful named signals only. Reuse Gateway ~180→95 ms and ~$791/mo at 50K sessions.

AI product catalog management drafts attributes and copy; deterministic gates block publish. Reuse Gateway ~180→95 ms and ~$791/mo at 50K — sample rules, not a client SKU KPI.

Merchant audit: missing data, weak descriptions, inconsistent specs, missing comparisons, poor attributes. Not the strategic decision layer. Reuse Gateway ~180 to 95 ms and ~$791/mo at 50K sessions — no invented win-rate KPI.

SEO is not obsolete. McKinsey/EuroCommerce June 2026: 61% of European consumers already use AI for product discovery. Adobe July 2026 +62% YoY AI-referrals is channel mix, not autonomous checkout.

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.