Questions answered with a cited source
Shows whether staff can find answers without interrupting senior people.
Small manufacturers · Internal knowledge assistant
Keep 30 years of shop know-how available to the people who need it
Every plant has people who just know things: which customer wants parts bagged individually, why a certain part needs a second deburr, how to set up the fixture for a tricky job, which spec the plater needs on the PO. When those people retire or are out on vacation, new operators, inside sales and schedulers ask around, guess or make the same mistake the shop fixed years ago.
How it often works today
- Operators interrupt the lead or engineer to ask how a job was set up last time, because setup notes are scattered or missing.
- Customer-specific packaging, marking and certification requirements are in emails and PDFs that new staff never see.
- Work instructions exist on a shared drive, but people cannot find the right revision and sometimes use an outdated printout.
- Knowledge leaves with retiring machinists, and the shop relearns lessons through scrap, rework and customer complaints.
We would gather the documents you already have, such as work instructions, customer quality requirements, setup sheets and job notes, and set up an assistant that answers questions by pointing to the right controlled document. It would only draw from approved sources, show where each answer came from and respect who is allowed to see what.
The improved workflow
Gather and clean sources
Collect work instructions, setup sheets, customer requirements and quality procedures, and remove outdated revisions so the assistant only uses current controlled documents.
Capture what is undocumented
Interview senior operators and leads about recurring jobs and customer quirks, and turn their answers into short, reviewed notes added to the document system.
Set up the assistant
Set up an assistant that answers questions with a citation to the source document and revision, and says plainly when it cannot find an answer.
Control access and updates
Limit sensitive content, such as customer pricing or ITAR-controlled data, to the right people, and update sources whenever documents are revised.
Review questions monthly
Review what people ask and where the assistant could not answer, then fill those gaps with new or updated documents.
How we deliver this: AI automation for small business or fractional CTO leadership, scoped in writing and run over 90 days. See pricing or the sample scope.
What we would measure
Unanswered questions per month
Highlights missing or unclear documentation to fix.
Quality escapes linked to missed instructions
The costly outcome better access to knowledge should reduce.
Where people stay in control
- The assistant only uses documents approved by quality or engineering, and every answer cites its source and revision.
- Controlled technical data, customer pricing and personnel files are excluded or restricted to authorized staff.
- Safety-critical and setup instructions are always confirmed against the controlled document, not taken from a chat answer alone.
Example
Illustrative: a new inside sales hire
For example, a new inside sales rep is asked whether a medical customer's parts need lot traceability on every bag. Instead of waiting for the quality manager, she asks the assistant, which points her to the customer's quality requirements document, section and revision. She confirms the requirement on the order and copies the quality manager for awareness. This scenario is illustrative and does not describe a real client.
Tools typically involved
What the first 30 days look like
In the first 30 days we would inventory your work instructions and customer requirements, check document control and permissions with your quality manager, interview two or three senior people and pick one area, such as customer packaging requirements, for a pilot.
Common questions
Is Microsoft 365 Copilot enough for this?
It can be, if your documents already live in SharePoint and permissions are set correctly. Copilot respects existing access rights, so messy permissions become a problem quickly. We would review where documents live, how they are controlled and whether a general tool or a more focused setup fits better.
How do you handle document control under ISO 9001 or AS9100?
The assistant should only draw from the current revision of controlled documents, and your document control procedure stays the authority. We would work with your quality manager so that revising a document updates what the assistant uses, and so obsolete versions are excluded.
Will operators actually use it?
Only if it is quick and trustworthy. A shared terminal or tablet near the cells, short answers with a link to the document and a lead who encourages it all help. We would measure usage and unanswered questions during the pilot and adjust based on what operators actually ask.
The business case
Does it pay for itself?
Illustrative defaults for a manufacturer. Replace them with your numbers.
What this workflow costs today
a month in staff time, before any lost sales
Monthly fee + assumed tools +
Break-even: new clients a month (at first-year value)
Or: staff hours recovered and redeployed
Break-even additional revenue
Value of +1 point of win rate
First 90 days, service fee
Worth a closer lookTest the assumptions
Illustration only, not a forecast or guarantee. Recovered staff time becomes a cash saving only if spending actually declines or the time goes into paid work. Tool costs are an assumption; we replace every number here with yours before recommending a scope.
Internal knowledge assistant in other industries
Accounting and CPA firmsArchitecture firmsConsulting and professional services firmsEngineering firmsIT managed service providersLaw firmsNonprofit organizations
Internal knowledge assistant: full guide
Related guides
Getting staff to adopt new toolsMicrosoft Copilot for small businessCybersecurity basics to fix before adopting AIWriting standard operating procedures with AI, and keeping them true
Terms used here
Next step
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