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Industry // Food & beverage

Food and beverage vision inspection for filling and packing lines in South Africa

Camera checks on bottling lines and packing lines: filling, capping, labelling, coding and case packing.

Technical review: Frank GuoReviewed

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// Short answer

Food and beverage vision inspection places camera checks along the bottling or packing line: after the filler for fill level, after the capper for caps and tamper bands, after the labeller for label position and SKU, after the coder for date and batch codes, and at the case packer for counts. Washdown, condensation, foam and frequent changeovers decide how the station is built. Vision does not replace food safety testing, leak testing or checkweighing.

// Where it fits

Inspection points on a bottling line and packing line

A typical sequence for bottles and jars; your line may add or skip steps. Each check sits after the step that can cause the fault.

[Schematic]Process flow · not to scale

Swipe sideways to see the whole drawing →

Process flow of a food and beverage filling and packing line with inspection pointsContainers pass a filler, capper, labeller, date coder and case packer. Inspection points follow each step: fill level after the filler, cap and tamper band after the capper, label after the labeller, date and batch code after the coder, and a count at the case packer.PRODUCT FLOW →FILLINGCAPPINGLABELLINGDATECODINGCASEPACKING[1]FILL LEVEL[2]CAP &BAND[3]LABELPOSITION/SKU[4]CODEREAD/VERIFY[5]CASECOUNTINSPECTION POINTCAMERA + LIGHTING
[1] Fill level: after the filler, seen through the container.
[2] Cap & band: missing, high or tilted caps; missing tamper bands.
[3] Label: presence, position and the right SKU.
[4] Code: date and batch code present, readable and correct.
[5] Case count: every position filled before the case closes.
// Defect risks

What goes wrong at each step

Visible faults by step, and the application that checks for them.

Food and beverage production steps, visible faults and matching inspections
Production stepTypical visible faultsInspection
FillingUnder-fill or over-fill; foam at the neckFill level, cap & seal
CappingMissing, high or tilted caps; missing or broken tamper bandsFill level, cap & seal
LabellingMissing, crooked or flagging labels; the wrong label after a changeoverLabel & print inspection
Date codingMissing, faint or smudged codes; the wrong date or batchOCR/OCV & date codes
Case packingEmpty positions in a case, tray or multipackPresence, absence & counting
// Inspections

Checks that apply on food and beverage lines

Together they cover most beverage inspection and food packaging inspection on the line. Several can share one station when the features are visible from one position. A food inspection machine that examines the product itself, such as X-ray or metal detection, is a different category.

Fill level, cap & seal

Fill level through PET or glass, cap presence and tilt, tamper bands. Not a leak test.

At: filler and capper
Fill level, cap & seal

Label & print inspection

Label presence, position and SKU, including after flavour or pack-size changes.

At: labeller
Label & print inspection

OCR/OCV & date codes

Best-before dates and batch codes checked against the running product.

At: coder
OCR/OCV & date codes

Presence & counting

Every position in a case, tray or multipack filled before it is closed.

At: case packer
Presence & counting
// Application map

Food and beverage inspection scenarios by product

Common products on South African food and beverage lines, what a camera checks on each, and the application page with the detail. The method in each row is a starting point, confirmed on your own samples. Weight, seal tightness and foreign bodies inside a closed pack need a checkweigher, leak tester, metal detector or X-ray.

Food and beverage inspection scenarios: product and line position, what is inspected, typical fault, inspection method and related application
Product / line positionWhat is inspectedTypical fault caughtInspection methodRelated application
PET water bottlesafter the filler and capperFill level through the clear wall; cap height and tiltLow or high fill; missing, high or cocked capBacklight behind the bottle; side camera at the neckFill level, cap & seal
Returnable glass beer bottlesempty, after the bottle washerBase, sidewall and finish of the empty bottleChipped finish, residue or a foreign object in the base, the wrong bottle shapeBase camera lit from below; finish camera looking down with a ring lightEmpty containers & preforms
Canned soft drinksafter the seamer and coderDate and batch code on the can end or baseMissing, smudged or wrong code. The fill inside a can is not visible to a cameraCamera over the can end with dome light to calm the shiny metal; OCR/OCVOCR/OCV & code inspection
Fresh milk bottlesafter the capperCap colour against the product being filledThe wrong-colour cap after a changeover between milk typesColour camera above the cap with diffuse lightFill level, cap & seal
Fruit juice cartonsafter the carton fillerScrew cap on the carton topMissing or crooked capCamera looking down on the carton top, diffuse lightPresence & counting
Yoghurt pots with foil lidsafter the cup filler and sealerFoil lid present and centred; the sealing flange; lid printMissing or off-centre lid, product on the flange. Not a leak testDome light over the cups to calm foil glareFill level, cap & seal
Crisps (chips) and snack pouchesat the form-fill-seal bagger exitTop seal area and the printed best-before codeProduct trapped in the seal, creased seal, missing codeCamera at the jaw exit with light across the seal; OCR for the codeFill level, cap & seal
Sliced bread bagsafter the bag closerClosure clip or tag present and its printed day codeMissing clip, the wrong day on the clipCamera at the closer with diffuse light; OCV on the clipOCR/OCV & code inspection
Rolls and buns in bakery traysbefore trays are stackedEvery tray position filledEmpty or doubled positions, product on the tray rimOverhead camera with even diffuse lightPresence & counting
Sauce and condiment sachetsafter the multi-lane sachet machineSeal ends and print on every laneProduct in the seal, open end, misregistered printOne view across all lanes, with backlight or low-angle lightLabel & print inspection
Wine bottlesafter the labellerFront and back labels, neck capsuleCrooked or flagging label, the wrong back label for the vintage, missing capsuleSeveral cameras around the bottle, diffuse lightLabel & print inspection
Ready-meal trays with printed sleevesafter sleevingSleeve matches the meal in the trayThe wrong sleeve on a tray after a changeoverBarcode read on the sleeve plus an artwork checkOCR/OCV & code inspection
Shrink-wrapped multipacksbefore the shrink tunnelBottle or can count in each packA missing unit in the packOverhead camera before the film goes on; opaque film hides unitsPresence & counting
Shipping cases and palletsat the case sealer and stretch wrapperCase and pallet labels present, readable and matching the productMissing, unreadable or wrong labelFixed code reader or camera beside the conveyorCarton & pallet verification

For date marking, start with best before vs use by in South Africa to separate the approved wording and shelf-life rule from the printed-code check.

For film-fed packs, use sachet date-code and seal checks to plan inspection around forming, sealing and film changes, with a clear boundary between visible faults and pack integrity.

// South Africa

South African food rules that inspection supports

R146, R638, legal metrology, FSSC 22000 and GS1: what they require on the pack, and which parts a camera can check.

South African food rules set what must be on the pack and in what condition; none of them prescribes camera inspection. Vision is one way to check, on every unit, the visible parts of what the rules require. The main rules a food or beverage plant works to:

  • R146 (labelling, 2010): a batch number on every container (regulation 11); a clearly indicated date with “best before”, “use by” or “sell by”, numeric dates in day-month-year order (regulation 12); label information clearly visible, legible and indelible (regulation 7); common allergens declared (regulation 43). Label, date code and batch code checks cover the visible side of these.
  • R638 (hygiene, 2018): contamination includes foreign matter; prepacked food must be sealed so it cannot be removed without the seal being broken; records are kept for at least six months after shelf life, with a traceability system and a recall procedure. Cap, tamper band and seal checks, and results stored per batch, support these.
  • Legal metrology: quantities within the SANS 458 tolerances, and a duty for users of automatic fillers outside the “e” mark scheme to detect incorrect quantities and keep check records. Fill level checks catch under-filled containers; weighing proves quantity.
  • FSSC 22000 version 6: products labelled to the law of the country of sale, including allergens (2.5.2(a)); quantity control (2.5.9(b)); changeover controls that remove the previous run’s labels and packaging (2.5.9(c)).
  • GS1 South Africa: many retailers require its barcode test report, to ISO/IEC 15416, when a product is listed.
  • BRCGS guidance (Issue 8 FAQ, clause 6.2.4): online label and code verification equipment should be challenged with incorrect packs, including the reject and the no-read alarm.

Wrong-pack and allergen incidents on shared lines

The National Consumer Commission’s published recall notices include a case where a food product was packed into the packaging of a different variant, so its allergens were not declared. Lines that run several flavours or recipes in similar packaging carry exactly this risk at every changeover. A label check that reads the pack’s barcode or artwork and compares it with the product being run stops the first wrong pack; it cannot tell whether the product inside matches a correct pack.

Cans: dents and damaged ends, and what a camera cannot see

R638 prohibits selling canned food in a container that is blown, badly dented or damaged, leaking or unsealed. The NRCS lists seam defects, leaking cans and cans with pinholes among the non-conformances it finds. A camera can find visible dents, damaged ends and missing or wrong codes on cans. It cannot see inside a double seam or find a pinhole; those need seam inspection and leak testing.

// Integration

Conditions specific to food and beverage lines

These decide whether a station keeps working through cleaning and changeovers.

Washdown

Cleaning regime

Housings with a suitable IP rating (IP67 or higher where washdown hits them), cable glands and cable routes in the wash zone are chosen for your cleaning method and chemicals.

We askCleaning method and chemicals
Condensation

Cold containers sweating

Droplets on cold-filled containers scatter light and can look like defects. Lighting angle and check position are chosen to limit this.

We askProduct temperature at the check
Foam

Foam and moving product

Foam can hide the true fill level, and liquid still moving after the filler leaves an uneven surface. The check goes where the level has settled.

We askWhich products foam
Containers

Glass, PET and cans

Clear containers usually need a backlight to show the fill line. Glass reflects; aluminium cans and opaque containers hide the level altogether, so cans are checked on the lid, end and code.

We askContainer materials and colours
Changeovers

Many SKUs, frequent changes

Each product needs a recipe. Selecting it from the line PLC at changeover avoids checking a new product against the old reference.

We askSKUs and how the product is selected
Hygiene

Mounting around open product

Brackets above open product are agreed with your hygiene team so they can be cleaned. Where possible, equipment sits after the product is closed.

We askHygiene zones and site rules
// Limits

What vision does not do on a food line

We agree these boundaries before a project starts.

Needs another method

  • Food safety testing. A camera does not test the product or replace microbiological or chemical testing.
  • Foreign bodies inside the pack. These need metal detection or X-ray inspection.
  • Seal integrity. A cap can be present and straight yet not sealed. Leak tightness needs a leak tester.
  • Net content. Fill level is not weight; declared quantity is proven with a checkweigher.

Works reliably when

  • Containers arrive consistently. Stable spacing, with a trigger at the inspection point.
  • Lighting is shielded. A shroud keeps daylight and wet reflections out of the image.
  • Recipes follow the product. Selected by the PLC when the SKU changes.
// Samples & acceptance

What to send for a sample test

We test your own containers before proposing a station; quantities and shipping are agreed first. The same samples later define acceptance.

Sample preparation guide

Good product

Units from normal production, covering each container and label on the line.

Defect samples

Under-filled, badly capped, mislabelled and miscoded units, each marked.

Product behaviour

Whether it foams, is filled cold or hot, and arrives wet at the check.

Acceptance

False rejects on good product and missed defects on marked samples, at line speed; levels agreed per project.

// By line

Food and beverage lines in detail

Three groups of lines with their own stations, South African rules and budgets.

Bottling and canning

Returnable crates, multipacks, can-end codes and dents, wine labels.

Bottling and canning

Dairy, juice and bakery

Yoghurt cup lids and dates, straws on portion packs, bread bag closures.

Dairy, juice and bakery

Meat, staples and dry goods

Weigh-price labels on trays, sachet and pouch codes, maize meal bags.

Meat, staples and dry goods
// Manual inspection

Why manual inspection struggles on these lines

Conditions on food and beverage lines that make checking by eye unreliable over a full shift.

  • Speed. Filled and capped containers pass faster than anyone can look at each one, so manual checks become samples, and faults between two samples go on.
  • Washdown and condensation. Wet, sweating containers and spray from cleaning make labels, codes and fill lines harder to judge by eye at the line.
  • Foam and moving product. Right after the filler the surface is still moving and may foam, so a fill level judged by eye is a guess on an unsettled surface.
  • Many SKUs. Flavours and pack sizes share similar labels and caps; after a changeover the wrong label can look almost right.
  • Shift fatigue. Wrong codes and missing caps are rare, so hours of watching correct packs make the one faulty pack easier to miss.

These are reasons to automate the checks that are defined and visible, and to keep people for judgement and for fixing causes. The guide to manual or automated camera inspection compares the two.

// Line solutions

Line solutions for food and beverage

Complete stations for lines in this industry, with hardware and installation scope; sourced indicative budgets are in rand excluding VAT, and other scopes are quoted after sample assessment. All line solutions →

Line solutions for food and beverage
Line solutionFaults it catchesHIKROBOT configurationIndicative budget (excl. VAT)
Crate inspectionMissing, foreign and capped bottles; debris in empty cratesOverhead camera + VisionMaster, crate diverterR 250 000 – R 1 370 000
Multipack inspectionMissing bottles or cans, missing caps, wrong product in the packTop-view vision sensor, or top + side cameras, pusherR 80 000 – R 660 000
Can inspectionMissing, smudged or wrong can-end codes; visible dents in the can bodyOCR vision sensor; four side cameras + VisionMaster DLR 100 000 – R 1 180 000
Straw applicator inspectionStraw missing, doubled or skew; cap missing; date code missing or unreadableTwo HIKROBOT vision sensors after the applicator, air jetR 110 000 – R 390 000
Yoghurt cup inspectionFoil lid missing or lifted; best-before and batch code missing or wrongVision sensor or two cameras + VisionMaster over the lanesR 110 000 – R 680 000
Bread bag closure inspectionNo clip or tag; date on the bag missing, unreadable or wrongOCR vision sensor, or colour camera + VisionMaster DL OCRR 80 000 – R 540 000
Weigh price label verificationMissing or wrong labels, wrong product, unreadable barcode, wrong dateCode reader + vision sensor or colour camera, tray pusherR 160 000 – R 740 000
Wine bottle label inspectionMissing, skewed or wrong labels; capsule or seal missing; code unreadable4–6 area cameras around the bottle + VisionMaster, rejectR 350 000 – R 1 170 000
Pouch inspectionMissing or smeared codes; product in seal, folds, open edges; short cartonsVision sensor on the code, line scan over seals, air-jet rejectR 80 000 – R 930 000
Maize meal bag inspectionWrong bag stock for the grade; missing or unreadable code; bag not closedVision sensor or 2 cameras in dust housings, bag rejectR 110 000 – R 770 000
Egg pack inspectionMissing eggs, open lids, missing grade or date mark, visibly cracked eggsTwo vision sensors or two cameras with deep learningR 180 000 – R 850 000
Bottled water line inspectionMissing or crooked caps, broken bands, short fills, skewed labels, missing codesTwo vision sensors with backlight, or four views on a controllerR 190 000 – R 930 000
Food tray seal inspectionFood reaches the tray flange; Film is folded or off-centreHIKROBOT area-scan cameras with task-specific lighting and PLC quality releaseQuotation after sample assessment
Food packaging version verificationThe previous product’s labels remain on the line; The barcode is right but the artwork is oldHIKROBOT camera/reader selected for the actual identifying feature with task-specific lighting and PLC quality releaseQuotation after sample assessment
Bakery product vision inspectionBroken biscuits reach packing; Surface appearance variesHIKROBOT area-scan cameras with task-specific lighting and PLC quality releaseQuotation after sample assessment
Returnable glass bottle inspectionA mouth is visibly chipped; Something remains at the baseHIKROBOT cameras positioned for mouth, base or sidewall tasks with task-specific lighting and PLC quality releaseQuotation after sample assessment
// FAQ

Food and beverage inspection questions

Can a camera detect under-filled bottles?
Usually, in clear or translucent containers where the fill line is visible, often with a backlight. Foam and condensation affect where the check goes. Cans and opaque containers need a different method.
How are date and batch codes checked on a bottling line?
A camera after the coder reads the code and compares it with the date and batch expected for the run (OCR/OCV). Missing, incomplete or wrong codes are rejected. We test codes from your own printer.
Can units in a case or multipack be counted before it is sealed?
Yes, where every unit is visible to the camera, for example from above an open case or tray. Units hidden under others or under opaque film cannot be counted from a single top view.
What are common food labelling mistakes?
Measured against R146, the usual ones are a missing or illegible date, a date not in day-month-year order or without the right wording, a missing batch number, allergens not declared because the product went into the wrong packaging, and required text printed too small. On the line they show up as a wrong label after a changeover, a smeared or missing code, or a label that did not stick.
How does inspection help if there is a recall?
A readable, correct batch code on every pack lets a recall be limited to the affected batches instead of a whole period of production, and R638 requires a traceability system and a recall procedure. Images and results stored per batch show what was checked and when.
Does vision inspection replace food safety checks?
No. It checks visible packaging features. It does not test the product, find a foreign body inside a closed pack or replace your food safety system and certification.
What does a bottle cap inspection system check?
A camera beside the neck checks that the cap is present, fully down and not tilted, and that the tamper band is there; a colour camera can also confirm the cap colour for the product. It does not measure torque or prove the seal is tight: that needs a torque tester or leak tester.
Can yoghurt cups and foil lids be inspected on the line?
Yes, for visible features: the lid is present and centred, the lid print and date code are correct, and no product sits on the sealing flange. Foil reflects strongly, so dome or diffuse light is used. Whether the seal is tight still needs a leak or seal-strength test.
// Production checks

Choose a food or beverage inspection by process step

Separate product appearance, packaging identity and package integrity when defining the project. Each has different sample needs and a different acceptance question; one camera result should not silently stand for all of them.

Decision or event / Check or action / Acceptance boundary
Decision or eventCheck or actionAcceptance boundary
Before packagingInspect visible product shape, breakage and arrangementAppearance is not a microbiological or hidden-contaminant test.
SealingInspect accessible flange/lid regions and visible foldsRetain the required leak and seal-strength methods.
Packaging changeoverMatch label, film and case versions with the approved orderThe station enforces approval; it does not approve artwork.
Returnable bottle preparationCheck specified visible mouth/base/wall defects after washingChemical cleanliness and microbiology need separate controls.

At assessment, provide real pack materials, normal variation, defective samples, line spacing, moisture and cleaning conditions, and the physical reject route. New scopes are quoted from that evidence rather than assigned a generic camera price.

Tray seals · Packaging versions · Bakery appearance · Returnable bottles

// Food & beverage

Request an assessment for your line

Tell us the containers, SKUs, faults and cleaning regime. We will say which checks apply and what a sample test needs.