The golden sample is a decision record, not just a good part
In short
A golden sample is a physical part formally approved as the reference condition for one named attribute, together with the record giving its drawing revision, approver, date, storage location and re-check trigger. Without that record a part cannot anchor an automated inspection: there is nothing for the camera cell to inherit.
Key takeaways
- A golden sample fixes the reference condition for 1 named attribute. A part described only as "a good one" settles no argument.
- Limit samples mark the worst still-acceptable case, first articles prove a setup ran once, master parts prove a fixture repeats. None substitutes for another.
- The record needs 6 fields: part number with revision, attribute shown, approver and role, date, storage location, revalidation trigger.
- Reference parts yellow, corrode and collect handling marks. Revalidate on a 12-month clock and on an event list, whichever is first.
A golden sample is a physical part, formally approved, that fixes where accept ends and reject begins for one named attribute. The part is the easy half. The half that does the work is the record attached to it: the drawing revision, the attribute it demonstrates, who approved it and in what role, the date, where it lives, and what triggers a re-check.
Quality teams mostly know this. It stops being obvious the moment a camera is involved, because the sample changes job: from something an inspector glances at to the origin of every threshold, every training image, and every argument 8 months on.
Four things in the same drawer, doing different jobs
| Artefact | What it fixes | Who signs it | What it cannot do |
|---|---|---|---|
| Golden sample | Reference condition for 1 named attribute | Quality, engineering agreeing the mechanism | Say how far from it is still shippable |
| Limit sample | Worst condition still accepted for that attribute | Quality, often the customer in writing | Serve as a good-part example in training data |
| First article | That one tool and setup made a conforming part once | Manufacturing engineering | Say anything about the 40,000 parts after it |
| Master part | That the nest, gauge or cell repeats to datum | Metrology or maintenance | Judge appearance, colour or texture |
The pair that decides an inspection is golden and limit. A threshold has to sit between them, so where only one exists the boundary gets chosen by whoever configures the cell rather than whoever owns the specification — a vision project setting quality policy by accident.
The record the part has to carry
- Part number and drawing revision. A sample approved against rev C stops being evidence the day rev D changes the radius it shows. Most often omitted; invalidates everything else.
- The attribute, named singly. "Surface finish on the show face, as moulded" is a reference. "Good part" is a mood. One part carries several attributes only if each has its own approval.
- Which side of the boundary it sits on — reference condition, or worst acceptable. Put it on the label; in 12 months nobody remembers which drawer held which.
- Approver, role and date. Quality owns the boundary, engineering the mechanism. A record signed only by the integrator has outsourced the specification to someone who never sees the complaint.
- Storage location and condition. Named cabinet, named plant, stated environment. A sample nobody finds inside 10 minutes is not a sample at 02:00 on a night shift.
- Revalidation trigger: a calendar interval plus an event list — drawing revision, supplier change, tooling refurbishment, any lighting change.
Ageing, handling, and the re-check nobody schedules
Reference parts decay invisibly day to day and obviously across a year. Painted surfaces yellow under continuous light. Unprotected steel flash-rusts in a humid plant. Elastomers take a compression set in a tight bag. Polished aluminium collects handling marks from the hands that keep proving it is fine. The sample drifts toward reject while the drawing has not moved.
- Store it sealed and dark. Opaque box with desiccant for anything coated or printed; its own bag for a critical edge.
- Handle it with gloves, and log it. Coming out of the box for a camera set-up is an event, not a favour.
- Photograph it on approval day — the only evidence of its condition before 2 years of handling marks.
- Re-check on both triggers. The 12-month clock catches drift; the event list catches step changes.
A reference part handled a hundred times is no longer the reference. It is a hundred marks with a label on it.
What an automated cell inherits from it
An inspection system does not soften a vague reference; it industrialises it. If the sample leaves a question open, someone answers it anyway — whoever picked the training images, or nudged a setting on a Tuesday — and that answer holds for 3 years. The record moves the decision back to its owners, where it becomes the defect class list your inspection is graded against.
The reference also decides which approach is available: a controlled set of conforming samples is the entry requirement for training on good parts only, the trade set out in when you have forty defect images, and when you have four thousand. A sample that has drifted toward reject pushes conforming parts across the line, which the floor experiences as good parts pulled off the belt every shift, not as a paperwork problem.
Where the record lives matters too. It needs revision control, an approver identity and an audit trail, so it belongs in the quality system or the plant execution layer — one reason a site weighs a custom MES against an off-the-shelf one. The surrounding imaging decisions sit under visual inspection and defect detection; the practice itself under industrial vision.
A reference only one person can read is an unattended system waiting to fail quietly — the pattern in what breaks when AI agents run in production, and why automation work begins with written decisions.
Frequently asked questions
Short answers to the follow-ups this page tends to raise.
What is the difference between a golden sample and a limit sample?
A golden sample shows the reference condition; a limit sample shows the worst condition still accepted for that attribute. You need both: one gives the target, the other the boundary, and a threshold has to sit between them. A cell configured with only a golden sample is being asked to invent the tolerance.
Who should approve a golden sample?
Quality approves it, because quality owns the accept boundary and answers for the escape. Engineering agrees the mechanism, and manufacturing confirms the part came off the real process rather than a hand-finished trial. Where a customer specification governs the attribute, their agreement belongs in the record.
How often should a golden sample be revalidated?
On a calendar interval and on a list of events, whichever comes first. A 12-month interval catches slow drift such as yellowing, corrosion and handling marks. The event list catches step changes: a drawing revision, a supplier change, tooling refurbishment, any change to the inspection lighting. Revalidating means re-approving against the current drawing.
Can photographs replace the physical golden sample?
No — images supplement the part, they do not replace it. A photograph is captured under one lighting geometry and one camera response, so it cannot be re-imaged when the cell changes or shown to a supplier under their own light. Keep the part as the reference; keep the approval-day images as evidence of its condition.
- quality reference
- machine vision
- inspection setup
- sample control
The work behind this page
Builds from our portfolio that this page draws on.
Open Vision PPE Monitoring
Boundary surveillance, PPE compliance monitoring, and intrusion detection via real-time video analytics. Runs fully on-premise — no cloud required.
Safety & ComplianceFactory OS
Production planning and task management for a tier-1 apparel manufacturer — replacing Excel with automated milestone planning, SOP gate enforcement, and real-time visibility.
ManufacturingRead next
- Writing the defect class list your inspection will be graded againstEvery class needs a name, a definition, a severity, a disposition and a minimum size. Classes two inspectors cannot separate produce a confusion matrix nobody can act on.definition
- False reject rate: what the line feels, not the accuracy on the slideA 1% false reject rate sounds like rounding. At 1,200 parts an hour it is 96 good parts a shift and over an hour of somebody re-checking them.definition
- The anomaly score is a ranking; the threshold is a business decisionThe score orders parts by how far they sit from normal. It carries no units, no probability and no severity — which is why the threshold belongs to quality, not to engineering.definition
Working on something in this space?
Tell us where you are in a sentence or two. We'll tell you honestly whether we're the right team, and what a sensible first slice of the work looks like.
Start the conversation