What Is in a Device RFQ Package
Packages vary, but a typical one includes drawings with revision, material callouts to ASTM or ISO standards, special process requirements, cleanroom or packaging requirements, annual volume and lot-size estimates, and an SQA or quality requirements document. The SQA often carries obligations that change your cost: change notification before altering process, materials or location, record retention for the device life, customer audit rights, complaint and CAPA response times, and control of subcontractors. Estimators who focus on the drawing may miss that a 12-month retention clause or a requirement for supplier-owned validation affects the price.
What AI Extracts and Flags
A well-built agent reads PDFs and drawings and returns structured, cited answers instead of free text.
- Material and process callouts with the exact standard and revision, cited to the page
- Validation and first article requirements, including sample sizes if stated
- Traceability level: lot, serial, or component-level genealogy
- Retention, notification and audit-rights clauses compared with your standard terms
- Subcontractor and outside processor approval requirements
- Packaging, labeling and UDI responsibilities
Matching Against Your Quality System
The value comes from comparing the extracted obligations with your own capability: your approved supplier list, validated processes, certifications, standard quality agreement positions and typical retention policy. If the SQA requires NADCAP-style special process accreditation or an ISO 13485 certified subcontractor and your passivation supplier lacks that, the agent flags it before you commit. If the customer requires change notification 90 days ahead and your standard is 30, it flags that too.
Treat these as prompts for a human conversation, since many terms are negotiable and judgment depends on the relationship.
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ISO 13485 Supplier Audit Checklist
A clause-based checklist for auditing component, material and service suppliers to a medical device manufacturer, covering QMS, process control, traceability and change control.
Keeping RFQ Data Private
OEM drawings and agreements are confidential and may include export-controlled information. Do not upload them to public chat tools. A private deployment on your own hardware or your private cloud keeps the package inside your boundary, enforces access by program, and logs each query.
Open-weight models served with vLLM or Ollama can handle document question answering well when combined with retrieval over the package, and the answers can cite page and clause. Be transparent with customers in audits about where AI is used and how data is protected.
When This Is Overkill
If you see a few RFQs a month, from OEMs you already know, with standard agreements you have signed before, a human reading the package is fast and accurate. Value grows with volume, with the variety of customer agreements, and with a thin bench of experienced estimators and quality staff. Start by timing how long review takes now and how often a clause surprise appears after PO.
If surprises are rare and review takes an hour, keep the manual process and a good clause checklist.
Frequently asked questions
Can AI read a medical device supplier quality agreement?
Yes, as an assistant. It can extract and cite obligations such as retention, notification, audit rights and traceability, and compare them to your standard positions. A qualified person still reviews and negotiates, and legal counsel should review contract terms.
What clauses in a device SQA affect pricing?
Record retention length, change notification and re-validation obligations, audit frequency, traceability level, subcontractor approvals, dedicated lot sizes, safety stock or consignment requirements, and liability or recall cost sharing. Each can add cost that a drawing-only quote will miss.
Is it safe to upload OEM drawings to AI tools?
Not to public services. OEM drawings are usually confidential and can be export-controlled. Use private AI running on your own servers or private cloud, enforce access controls and log use, and check your NDA and quality agreement for restrictions on third-party processing.
Send Netray a sample RFQ package and SQA and see a cited extraction and exception checklist produced privately, so your estimator and quality manager review in minutes, not days.