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What Does an Added Inspection Point Mean for Each Role in Your Plant?

Everyone Has a Stake in FM Detection

For QA & Food Safety:

A documented control, not a best effort

Manual inspection depends on a person catching a defect in the moment; attention fades, shifts change, and misses leave no record. A vision system inspects every product continuously and backs each check with an image log, turning your last visual check into evidence: when a customer calls about FM, you pull the record for that production window instead of reconstructing what an inspector might have seen. Detection trending by defect type shows where FM is entering (shift, source, supplier, etc.), so the program improves upstream, not just at the belt, and even clear plastic, which human inspectors reliably miss, moves from "known residual risk" to a monitored category.

For Operations:

Keep the line moving and the combos clean

Inspection at production line speed means food safety stops being a throughput tradeoff. Fewer FM events reaching customers means fewer rejected loads, less retained product, and less good trim condemned alongside a contaminated combo. The redesigned lighting and continuously refined models are engineered specifically to keep false rejects - the tax on any inspection point - trending down over the system's life.

For Engineering:

Installs over the line you already run

A compact footprint that mounts above existing conveyance, sized to your belt width, with waterfall configurations providing top and bottom inspection of trim in minimal line space; full surface coverage without added conveyor length. Standard power, Ethernet connectivity, rejection tied into existing or KPM-supplied mechanisms;  an integration project measured in line layout, not line redesign.

For Sanitation & Maintenance:

Nothing about pre-op changes

The SiftAI HD generation carries an IP69K Extreme Hygiene-rated design: food-grade stainless steel and hard-coated polycarbonate, engineered to prevent harborage points, supporting full washdown without any changes to existing sanitation protocols - validated against common chemistries including EnviroKlor Plus, Acidiquat 4, Redi-Solve B, One Step Alkali, and Decon-7. Maintenance access clearance is specified up front so it's serviceable where it's installed.

For Leadership:

Brand protection you can put in front of a customer

A single FM event in trim can cost more than the inspection point ever will: rejected combos, downstream grinder claims, retained product, and a customer relationship that took years to build. Continuous, image-backed inspection changes the conversation - when a major account audits your FM program, you show them a monitored control with detection records and trending data, not a policy that depends on an inspector's attention. That evidence shortens audits, strengthens supplier scorecards, and turns your food safety program from a cost of doing business into a reason customers award volume to your plant instead of the one down the road.

What Can SiftAI® Detect?

If You Can See It, SiftAI® Can Find It

Some Contaminant & Indigenous Materials We've Detected

SiftAI® FM detects visible foreign material regardless of density - including the categories that generate the most customer complaints in ground beef supply chains, and the one that historically nothing caught.

  • Gloves, uniform & PPE fragments
  • Colored & hard plastic (e.g. ear tags, ID chips)
  • Soft plastics & films, incl. clear plastic
  • Wood
  • Rubber
  • Fat & sinew clumps
  • Paper / cardboard

Foreign material can be detected in almost any product. The same platform inspects beef, pork, and poultry; fish and seafood; root crops; individually quick frozen (IQF) foods; dairy; and more - trained per product.

How Does SiftAI® FM Work?

The Hardware: A Compact Vision Head Over Your Existing Line

SiftAI® FM is a self-contained machine vision system comprised of a high-performance camera, onboard computer, TensorUP® AI computing, and industrial controls mounted over the belt with LED lighting and an at-line HMI. It installs above the existing conveyance; typical mounting puts the camera enclosure roughly 508 mm (20 in) over the belt, with configurations for belt widths from 305 mm (12 in) up to 1219 mm (48 in). And, it runs on 120V or 240V with an Ethernet connection.

The Lighting: Designed to See Trim the Way the AI Needs to

Beef trim is reflective, wet, and variable in color and texture - the conditions that generate false readings in conventional vision systems. SiftAI FM's upgraded lighting system illuminates product with greater clarity and consistency across the field of view, producing higher-quality image data and reducing the reflectivity "noise" that erodes trust in an inspection point. Better light in means fewer false detections out.

The AI: Models Trained on Your Product, Maintained by KPM, Proven Over Years of Deployment

The SiftAI® platform has been deployed across meat and poultry processing operations since its introduction in 2022, and its detection models carry years of that real-world refinement. KPM handles model creation and updates using its patented methods, and the lifecycle is managed, not static:

  1. AI training: after installation, KPM's AI developers work with your team to build a dataset of the FM types in your risk profile.
  2. Initial performance monitoring: test runs are recorded and monitored remotely by KPM's AI developers.
  3. Model augmentation: improvements are made based on system performance and your team's expectations.
  4. Continued refinement: fine-tuning over the system's life improves accuracy and reduces false positives, so the line crew doesn't learn to ignore alarms.

Kept Current by KPM, Supported Remotely

SiftAI® FM runs on an annual support plan covering software, security, and AI model updates, maintained remotely by KPM's team of AI training experts. Every deployment gets smarter over time - your model doesn't age out, and your maintenance team isn't on the hook for AI upkeep.

Rejection Handling Configured to Your Process

On detection, the system can drive a KPM-designed rejection mechanism, route the defect to secondary processing, alarm the line, or flag the event on the at-line HMI for operator review and action. Operators view a live production stream and label detections at-line; QA reviews the historical log, filterable by defect type, with images, for verification, trending, and audit response.

Why Isn't Metal Detection and X-Ray Enough?

Density-Based Detection has a Blind Spot, and it's Most of Your Complaint Log

Metal detectors and X-ray discriminate by density and conductivity. A cotton glove, liner film, blue plastic off a lugger, a wood splinter from a pallet can pass a density-based CCP without a flag. If it's low-density and visible, the only thing standing between it and the combo has been a person.

Manual Inspection is a Sampling Plan, Not a Control

Human trim inspection degrades with fatigue, turnover, and shift-to-shift variation. When a customer FM complaint lands, "we have inspectors on the line" is a procedure, not evidence. An automated vision inspection point turns that last visual check into a continuous, documented control with an image behind every event.

Trim Goes Everywhere. So Does the Liability

Trim feeds grinding operations - yours or your customer's. FM that leaves your dock becomes a downstream discovery: a complaint, a rejected load, retained product, a grinder tear-down. Catching it before the combo closes is the cheapest place in the chain to catch it.

Will It Fit Your Production Floor Sanitation Program?

Washdown Specs

Enclosure IP69K Extreme Hygiene design - food-grade stainless steel & hard-coated polycarbonate
Hygienic designFully enclosed, engineered to prevent harborage points; full washdown, no SSOP changes
ComputingTensorUP® high-performance computing - several AI models run simultaneously
LightingRedesigned illumination for clarity and consistency on variable, reflective product
Operating Temperature0–43°C (32–100°F)
Power120V or 240V
NetworkEthernet
Belt Widths305 mm (12 in) to 1219 mm (48 in) configurations 
RejectionExisting or KPM-designed mechanisms 
SoftwareSaaS - software, security, and AI model updates; remote support from KPM's AI training experts

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Related Information

FAQs
Why don't metal detectors and X-ray catch plastic in beef trim?

Metal detectors and X-ray systems discriminate by density and conductivity, so low-density contaminants like soft plastic, liner film, cardboard, rubber, and glove fragments pass through without triggering a reject. These systems remain essential CCPs for metal and dense foreign material, but most contaminants that generate customer complaints in ground beef supply chains are low-density and visible, which requires a vision-based inspection layer.

Does AI vision inspection replace metal detection or X-ray?

No. Vision inspection is a complementary technology, not a replacement for your existing CCPs. Metal detection and X-ray remain the right tools for dense and conductive contaminants; AI vision closes the gap on low-density, visible foreign material that density-based systems cannot see.

How does continuous vision inspection help with FSMA, SQF, and customer audits?

Every detection is logged with an image and is filterable by defect type, production window, and shift, producing defensible records for audits and complaint investigations. Detection trending also shows where FM enters the process (by shift, source, or supplier), supporting the preventive, evidence-based approach that FSMA, SQF, and major grinding customers increasingly expect.

Does vision inspection slow down the trim line?

No. SiftAI® FM inspects continuously at production line speed with no sampling, so food safety doesn't become a throughput tradeoff. On detection, the system can drive a rejection mechanism, route product to secondary processing, alarm the line, or flag the event on the at-line HMI.