AI for medical devices
AI use cases your business could have tomorrow
- IT-006IT and dataLive in 60 days
UDI and GUDID data assembly
Assembles and validates device identifier and attribute data for FDA device database (GUDID) submission Correct unique device identifier (UDI) submissions without a
- EN-014EngineeringLive in 45 days
Validation protocol drafting
Drafts IQ, OQ, and PQ protocols and reports from equipment specs and prior validation packages
- FA-014Finance and APLive in 60 days
CMO invoice validation
Validates contract manufacturer invoices against batches delivered, yield, and contracted rates Stop paying for yield loss that the contract assigns to the contract
- IT-014IT and dataLive in 45 days
Part 11 audit trail review
Reviews electronic system audit trails for anomalies and assembles periodic review evidence
- OP-006OperationsLive in 60 days
Device history record review by exception
Reviews device history records (DHRs) against the master record and surfaces only the records with discrepancies
- QA-006QualityLive in 60 days
Complaint to MDR reportability
Structures complaint intake, applies reportability decision logic, and drafts the eMDR narrative
Case studies in manufacturing
What it changed, measured in the work itself.
How Harney & Sons digitized production and unified its data with Forge
Harney & Sons ran production on 20+ paper forms re-typed into spreadsheets. Forge by Structify replaced them with validated digital capture, matched 100k+ SAP records into one queryable layer, and automated order workflows - without disrupting the systems already running the business.
20+Paper forms replaced with digital captureMillerton, NYManufacturing- Precision Machining (ITAR)
Saving $400K and four QA hires in a two-week build
A family-owned, ITAR precision turned-parts manufacturer ran quality through four duct-taped tools and a fragile VBA workbook. In a two-week build, Structify replaced it with one tested engine that turns customer prints into control plans - saving roughly $400K and the four QA hires the shop would have needed to grow.
$400KSaved, plus the four QA hires the shop never madeCleveland, OHManufacturing 
LP Aero Plastics cut market research time by 80%
Manual competitor pricing and market data collection was consuming weeks of a small team's time. Structify automated the extraction - turning weeks of data entry into same-day, analysis-ready intelligence.
80%Less time spent on market research data entryJamestown, PAManufacturing
Start with a 30-day blueprint
A forward-deployed engineer maps how your business runs and shows you where AI pays off. Flat cost, defined outcome.
More in manufacturing.
Aerospace and defense- ITAR and CMMC obligations
- AS9100 paperwork
- Prints that carry more requirements than the purchase order does
Precision machining- Quote volume that outruns the estimators
- Control plans rebuilt by hand for every new part
Food and beverage- Food safety records
- Lot traceability
- Demand that moves faster than the reporting cycle
Automotive- Tier supplier schedules
- Change notices that arrive in a dozen formats
Industrial- Mixed-mode quoting and order entry
- AP that still runs on email and attachments