--- title: Inventory Agent description: An agent that answers what to reorder, what will stock out, and what has gone dead — against live position, not last month's report. It drafts the PO. A buyer sends it. url: https://www.factualminds.com/ai-agents/inventory/ publishDate: 2026-08-31 updateDate: 2026-08-31 --- # Inventory Agent > What to reorder today, what is about to stock out, and what has quietly become dead stock — from live position, lead times, and open POs. Not an unattended purchaser. This page is the commercial summary for an **inventory agent**. Reorder ranking, purchase-order drafts, and demand inputs each have a field-guide post. Those posts keep their canonicals. This page tells you what we sell and what we will not automate unsupervised. ## Merchandising and margin Which SKUs are quietly destroying margin, and which need a merchandising pass, is the same live inventory and price picture. We did not add `/ai-agents/merchandising/`. Read the [margin intelligence](/blog/ai-margin-intelligence-ecommerce-2026/) guide, then come back here or to [operations](/ai-agents/operations/) if the pain is the morning triage rather than the buy. ## What this is not - An agent that auto-sends POs. - A single "stock" number the model is allowed to treat as truth. - A replacement for a buyer who understands vendor politics and promo risk. There is no native Shopify AgentCore inventory connector. Shopify, Magento, and custom stacks look the same at the tool boundary — we attach to *your* WMS or admin APIs. ## How we start Name the buyer. Expose on-hand / reserved / inbound as separate fields. Then the [eCommerce AI Agents](/services/ecommerce-ai-agents/) engagement. If join keys across SKU, warehouse, and open PO are fiction, start with the [knowledge agent](/ai-agents/knowledge/). ## Problem Buyers still rebuild "what needs a PO" from a spreadsheet, last month's velocity, and a promo calendar in someone's head. Auto-send is worse: a flash-sale day becomes the run rate, reserved units look like a stock-out, and you stack a PO on inbound that lands next week. A reorder-point formula that already posts the right qty does not need an agent wrapped around it. ## Agent An inventory agent ranks SKUs as reorder, wait, stock-out risk, or excess from on-hand, reserved, inbound, lead time, and open POs. It drafts a purchase order. A named buyer sends it. Demand forecasting and PO construction are part of this family. Merchandising and margin sit here as a section — not a sixth top-level SKU. ## Workflow ### Read position, not a single stock number On-hand, reserved, and inbound separately. Treating reserved as available is how you advertise a SKU you already promised. ### Score the risk Velocity, lead time, open POs, and the promo calendar you can actually attach. Rank reorder vs wait vs excess. ### Draft the PO Vendor, qty, and the evidence the buyer needs. The agent does not submit the order. ### Buyer sends A human with buying authority approves. Tokens that are not buyer or admin cannot create a purchase order. ## Systems ### WMS / inventory API Live position with as-of timestamps. A nightly dump without as-of is how the brief lies after 10 a.m. ### Purchasing and vendors Preferred vendor, lead time, and open POs so the agent does not stack a second order on inbound. ### Demand inputs Sales velocity and any forecast you trust enough to put behind a named tool — not a model guessing from the PDP. ## Approval Every purchase order is a proposal. Cedar should deny createPurchaseOrder for any token that is not a buyer or admin. If you cannot name the person who must approve every PO, do not build this agent yet. ## Outcomes ### A risk brief, not an auto-PO Buyers see reorder / wait / excess with evidence. The formula you already trust can keep posting; the agent covers the cases the formula cannot see. ### Reserved and inbound stay visible The brief fails if it collapses position into one "stock" number. That is a product rule, not a hope. ### Margin is in the same picture Dead stock and giveaway pricing show up here as a section and a linked guide — not a separate commercial family in v1. ## Field-guide posts - /blog/ai-inventory-agent-reorder-ecommerce-2026/ - /blog/ai-purchase-order-agent-ecommerce-2026/ - /blog/ai-demand-forecasting-agent-ecommerce-2026/ - /blog/ai-margin-intelligence-ecommerce-2026/ - /blog/ai-agent-vs-workflow-automation-ecommerce-2026/ - /blog/human-in-the-loop-ai-agents-ecommerce-2026/ - /blog/ecommerce-ai-agent-readiness-assessment-2026/ ## FAQ ### Will the agent send purchase orders? No. It drafts. A buyer with authority sends. An agent without a named approver is an unattended purchaser — we will not scope that. ### When should we not build this? When a reorder-point formula already posts the correct qty to the preferred vendor and nobody is reading promo calendars or open POs by hand. Do not wrap a working formula in an agent for the slide. ### Where does merchandising and margin live? As a section on this page, plus the margin-intelligence field-guide post. It is not /ai-agents/merchandising/ in v1. Heavy ops triage stays on the operations family. ### Do you have inventory-agent case studies? Not yet. The reorder, PO, demand, and margin field-guide posts are the published depth. Do not treat AWS cost or IoT cases as inventory-agent results. --- *Source: https://www.factualminds.com/ai-agents/inventory/*