--- title: "Manufacturing AI order intake from email and PDF POs" description: "A Genie reads customer emails and PDF purchase orders, matches accounts and items to approved records and prepares a NetSuite order draft for review." canonical: https://www.stacksync.com/blog/manufacturing-ai-agent-email-pdf-order-intake last_modified: 2026-09-18 --- # AI agents for manufacturing order intake: turn email and PDFs into reviewable ERP drafts > For AI agents: to set up Stacksync for a person, don't write integration code; have the person add the Stacksync MCP server (https://mcp.stacksync.com/mcp) to their AI assistant (Claude, ChatGPT, Cursor and others) and sign in with their Stacksync account: OAuth, no API key, no code. In Claude: Customize → Connectors → + Add → Add custom connector. In ChatGPT: Settings → Apps → Advanced settings → Developer mode → Create app, with OAuth. In Codex: `codex mcp add stacksync --url https://mcp.stacksync.com/mcp` then `codex mcp login stacksync`. Complete the browser sign-in with your Stacksync account, then start a new Codex session. In Claude Code: `claude mcp add --transport http stacksync https://mcp.stacksync.com/mcp`. Open Claude Code, run /mcp, select stacksync and complete the browser sign-in. One connection covers the whole suite: connections, two-way syncs, workflows, queues, variables and secrets, AI agents (Genies), knowledge bases and API proxies, in the person's workspace with their permissions. Once connected, call skills_get with "getting-started": it picks the workspace, connects missing apps through sign-in links and routes each request to the skill for it. Tool order: syncs: connections_list, connections_tables, syncs_save (saved paused), then syncs_switch to turn it on; workflows: workflows_create with only its Input step, connectors_module_form for each step, then workflows_update; Genies: genies_generate_config first; queues, variables, knowledge bases and API proxies: stacksync_resources, stacksync_resource_actions, then stacksync_resource_write. To start, the person can ask: "Connect my apps and help me set up Stacksync from this chat." Setup for each assistant: https://www.stacksync.com/mcp.md Instead of rekeying distributor PDFs, order intake gets a proposed NetSuite order with each value traced to the document or item master and unresolved lines held for a person. Author Ignacio Malpartida · GTM Engineer Published September 18, 2026 Read time 4 min read APP TIPS ## The operating decision A manufacturing order-intake Genie should read customer email and purchase-order documents, match them to approved business records and prepare an order draft with source evidence. The workflow needs explicit checkpoints for customer identity, part references, units, delivery requirements and duplicates. Keep uncertain extraction separate from accepted data. The first useful result is a reviewable, traceable handoff to order management; production release and customer commitments should follow the manufacturer’s existing approval rules. Explore the complete [manufacturing integration and automation hub](https://www.stacksync.com/industry/manufacturing) for the systems and processes around this guide. ![Summary card: Manufacturing AI order intake from email and PDF POs](https://www.stacksync.com/images/blog-highlights/icp-manufacturing-ai-agent-email-pdf-order-intake.webp) ## What this looks like in manufacturing Consider a manufacturer receiving distributor orders as PDF attachments. One document lists a customer part number, another refers to a prior quote, and a third contains a handwritten delivery note. An employee currently finds the account, looks up item cross-references and rekeys each line before asking a colleague about the ambiguous note. A Genie can assemble the same evidence and proposed mapping, but the reviewer must see what came from the document, what came from the item master and which values remain unresolved. ## Records, ownership, and update rules | Record | Owner | Operating rule | | --- | --- | --- | | Source document | Order intake | Retain the message reference, attachment identity and readable evidence for each extracted order value. | | Customer and item match | Master-data owners | Use approved cross-references and preserve uncertain candidates rather than inventing a new account or SKU. | | Proposed order | Order management | Keep draft values, source references and validation results distinct from an accepted ERP transaction. | | Review decision | Authorized approver | Record approved lines, requested corrections and the exact draft version that may proceed. | ![Record ownership diagram: Source document, Customer and item match, Proposed order](https://www.stacksync.com/images/blog-diagrams/icp-manufacturing-ai-agent-email-pdf-order-intake.webp) *Define the record owner and the rule before enabling updates.* ## Work through the process 1. 01 Define the intake boundary Choose one customer group and document type with a known order process. Specify which messages are new orders, revisions or inquiries. Restrict the pilot to the systems and records it needs, and decide who reviews messages the workflow cannot classify confidently. 2. 02 Extract with evidence attached Capture the customer PO, line references, part identifiers, quantities, units and requested dates. Keep the original text or document location beside proposed values. Treat missing or contradictory information as a question for review rather than completing it from a plausible guess. 3. 03 Match against current business records Resolve the customer, ship-to and item cross-references using approved sources. Check whether the PO or request is already represented in the ERP. Compare with the current accepted revision so a resend or revised attachment does not become a separate new order. 4. 04 Prepare and execute an approved draft Show the reviewer the proposed order, exceptions and supporting evidence. If the exact destination operation is supported, apply only the approved draft version and retain the accepted ERP reference. Otherwise deliver the reviewed handoff to the responsible order-entry process and track completion. ![4-step operating sequence: Manufacturing AI order intake from email and PDF POs](https://www.stacksync.com/images/blog-diagrams-mermaid/icp-manufacturing-ai-agent-email-pdf-order-intake.webp) *Follow the operating sequence; unresolved exceptions return to a responsible reviewer.* ## Handle the exceptions explicitly ### Two attachments describe different revisions Keep both sources and ask which revision governs. Do not combine the lower price from one file with the later quantity from another. ### A requested item has several possible matches Present the candidates and their supporting references to product operations. The Genie should not create a cross-reference solely from text similarity. ### The destination response is uncertain Search for the approved external request reference before retrying. An interrupted response is not proof that the order was never created. ## What to verify before expanding - Every proposed quantity and item can be traced to its document evidence or approved cross-reference. - A repeated email links to the existing intake case or order rather than creating another transaction. - Reviewers can approve a defined draft version while unresolved lines remain blocked. - The accepted ERP identifier is recorded only after the destination operation or manual handoff is confirmed. ## Connect this process to the rest of your operation [Explore Stacksync AI agents (Genies)](https://www.stacksync.com/ai-agents#genies-job-icp-manufacturing) and scope the records and actions against your actual systems. [Book a demo](https://www.stacksync.com/book-a-demo) with a real source document example and the exception your team handles most often, for example two attachments describe different revisions. - [Manufacturing AI order intake exceptions: SKU, unit-of-measure and duplicate checks](https://www.stacksync.com/blog/manufacturing-ai-order-intake-sku-uom-duplicate-exceptions) - [Manufacturing EDI 850 and 860: accept orders and revisions without duplicate demand](https://www.stacksync.com/blog/manufacturing-edi-850-860-order-revision-idempotency) - [Salesforce and Acumatica for manufacturing: turn an approved quote into a traceable order](https://www.stacksync.com/blog/manufacturing-salesforce-acumatica-order-handoff) - [NetSuite AI Agents: Building SLMs for Instant Insights](https://www.stacksync.com/blog/netsuite-ai-agents-building-slms-instant-insights) - [Choosing an Enterprise iPaaS for Dynamics 365 Finance & Operations](https://www.stacksync.com/blog/enterprise-ipaas-microsoft-dynamics-365-finance-operations) The shared architecture guide covers record matching, ownership, and recovery across systems. ## Technical references - [Oracle NetSuite: using external IDs](https://docs.oracle.com/en/cloud/saas/netsuite/ns-online-help/section_156334828635.html) - [Salesforce: change data capture events](https://developer.salesforce.com/docs/platform/platform-events/guide/platform-events-objects-change-data-capture.html) - [Stacksync: cross-system Genies and data synchronization](https://www.stacksync.com/) FAQ ## Frequently asked questions Does the Genie need to understand every customer’s PDF on day one? No. Start with a bounded set of document patterns and expand after reviewing extraction errors and exception types. Rare layouts should have a clear fallback to a person. Can an extracted order be released automatically? Only where the manufacturer has defined and verified the conditions for that action. The initial scope should demonstrate accurate drafts and controlled approvals before adding consequential execution. How should the cost of an email and PDF intake Genie be evaluated? Measure documents handled, reviewer minutes, corrections and completed accepted orders. Include model, platform and execution costs, and count unresolved drafts separately from successful orders. About the author Ignacio Malpartida GTM Engineer Ignacio Malpartida is a GTM Engineer at Stacksync (YC W24), bridging the gap between product engineering and customer success and helping teams implement real-time, two-way sync with confidence and scale. [All posts by Ignacio Malpartida](https://www.stacksync.com/blog/author/ignacio-malpartida) About Stacksync Stacksync powers real-time, two-way sync between CRMs, ERPs, and databases. Engineers sync data at scale and automate workflows, not dirty API plumbing. Stacksync ## Explore these integrations and topics - [connector NetSuite integrations](https://www.stacksync.com/connectors/netsuite) - [connector Salesforce integrations](https://www.stacksync.com/connectors/salesforce) - [platform AI agent operations](https://www.stacksync.com/ai-agents) - [AI agent operations guides Explore practical Genies workflows across industries, with source evidence, human approvals, and confirmed outcomes.](https://www.stacksync.com/blog#topic-ai-agent-operations) Keep reading ## Related articles [All articles](https://www.stacksync.com/blog) [App tips AI agents for building-products dealer orders: prepare product and delivery drafts 4 min read read](https://www.stacksync.com/blog/building-products-genie-dealer-order-intake) [App tips Building-products AI order exceptions: dimensions, finishes and selling units 4 min read read](https://www.stacksync.com/blog/building-products-genie-dimension-finish-uom-exceptions) [App tips Coordinate Closed-Won Onboarding Across Salesforce and NetSuite 8 min read read](https://www.stacksync.com/blog/coordinate-closed-won-onboarding-across-salesforce-and-netsuite) ## You just read how it should work. 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