Insights
Manufacturing
173 guides · page 4 of 4
SharePoint Server end of support: what to do with on-prem document libraries
SharePoint Server end of support puts plant document control at risk. What to export, with versions and approvals, before on-prem libraries migrate or switch off.
Should manufacturers let AI vendors train on their data for free?
AI vendors training on your data: where free use for your own service ends, when model training should be a license, and the questions manufacturers ask.
Should you migrate ERP history or archive it?
Migrate ERP history or archive it? A decision table for manufacturers: what to convert, what to keep read-only, and why to review the archive before shutdown.
Supplier corrective action requests (SCARs): decision records across companies
SCAR records capture decisions made across two companies. See the chain from detection to closure, what AI teams value and the supplier confidentiality limits.
Supplier pricing inside procurement records: confidentiality before licensing
Supplier pricing in procurement records is often confidential. A checklist to find NDAs, classify price fields and remove, band or exclude before licensing.
Supply exception emails and expedite threads: what makes them valuable
Supply exception data, from expedite emails to shortage threads, records how planners solve real problems. See what makes it valuable and what must come out.
SYSPRO data licensing guide for manufacturers
SYSPRO data export for AI licensing: which records carry decisions, how to extract history without touching production, and what to strip before anything leaves.
Toll manufacturing agreements: who owns batch records and process data?
Toll manufacturing agreement batch records: why title to materials does not settle ownership, which clauses decide it, and what toll processors usually keep.
Tool life and tool wear records in CNC shops: are they worth keeping?
Tool life data is cheap to keep but only useful when tied to the job, machine and material. See which tool records to keep and the link key each one needs.
Warranty claim records: what they teach AI about failure modes
Warranty claims data teaches AI how products fail when each claim links to diagnosis, root cause and design change. What to keep and which rights to check.
Warranty claims data in manufacturing: AI uses and rights
Warranty claims data in manufacturing links field failures to root causes and fixes. How AI developers use it, who controls it, and which claims to hold back.
What AI developers learn from manufacturing quote histories
Quote history data shows AI how estimators reason, from RFQ to revisions, win or loss and margin. See the full chain and what strengthens or weakens it.
What data do robotics companies need from manufacturers?
Robotics training data from manufacturers, ranked: task recordings, outcome labels, exception records and process context, plus what plants already hold.
What happens to company data when you sell your manufacturing business?
What happens to data when you sell a business depends on deal type: how stock and asset sales treat records, what sellers can keep, and when to license first.
What is physical AI, and why does it need factory data?
What is physical AI? A plain definition for manufacturers, the data types robots and vision systems learn from, and which of them your plant already holds.
What makes CAPA records valuable to AI developers?
CAPA records have AI value when each one links a problem to containment, root cause, action and a verified result. See which CAPA histories stand out.
What records are usually excluded from a manufacturing data license?
What data to exclude from a data license in manufacturing: export-controlled work, CUI, customer designs, biometric and health records, privileged files.
What the EU Data Act means for US manufacturers of connected products
EU Data Act for US manufacturers: who is covered, the main duties on user access and data sharing, and how the rules affect licensing equipment data to AI.
Which factory tasks robots still can't do: deburring, harnesses, sewing
Hard to automate manufacturing tasks share three traits: deformable parts, variation and contact. Why deburring, harnesses and sewing resist robots.
Who owns machine and equipment data: the manufacturer or the customer?
Who owns machine data? Usually the contract decides. A clause table on ownership, access, use and sharing, and what the OEM and the customer may each license.
Who owns machine data from shop-floor equipment?
Who owns machine data from shop-floor equipment depends on contracts, not the machine. A rights table by data type and the OEM clauses plants should check.
Who owns production data when you make parts to a customer's print?
Who owns manufacturing data when you build to a customer's print? Usually the contract decides. A three-bucket guide: customer-owned, shared and company data.
Who owns telemetry from machines you sold?
Installed base telemetry ownership turns on sale terms, software licenses and service contracts. See what you may license for US, EU and service customers.
Who owns the CAD files a customer sends with an RFQ?
Who owns CAD files sent with an RFQ: usually the customer. See what a shop may keep from a quote, which clauses change that and how to handle the files.
Who owns the design and PLC code in a custom machine build?
Who owns custom machine design files, schematics and PLC code after a build? The clauses that decide it, before a machine builder reuses or licenses them.
Who owns the process sheet when the customer owns the mold?
Who owns injection molding process parameters when the customer owns the mold? How tooling agreements, PO terms and trade secret law decide it, item by item.
Why factories threw away the data AI needs, and how to stop
Factory data discarded by historian settings, MES purges and overwritten logs is what AI developers now want. Why it happened, plus a stop-the-loss checklist.
Why linked quote-to-cash and quality records are worth more than raw sensor dumps
Linked manufacturing records value comes from connections: quote, order, job, inspection, invoice. See how two fictional plants compare on one framework.
Will licensing quote data reveal my pricing to competitors?
Licensing quote data without exposing pricing: which quote fields reveal prices, how they are removed or banded, and contract limits that keep rates private.