cell contacting system

Inspection of E-Modules

Surface Inspection

Inspection of E-Modules

Maddox AI enables the reliable and automated identification of defects such as sheet metal damage, bubbles in the potting, damaged conductor paths and many more.

Product

E-Modules

Industry

Automotive

Total savings / year​

240 - 380k €

Customer Request

Our customer produces several thousand e-modules every day. Due to the complex manufacturing processes, the error rate fluctuates greatly and can be as high as 20%. The quality control of the components was previously carried out manually in a 3-shift operation by a team of five employees per shift. In addition to special (UV) light, magnifying glasses were used to detect delicate defects (such as solder joint defects). As each component is checked for over 50 different defect classes, the inspection accuracy of the different inspection employees varied considerably, which led to pseudo rejects and customer complaints with significant financial risks.


With the introduction of Maddox AI, the actual inspection process could be fully automated and thus also rationalized. Defective components are now detected precisely and reliably, meaning that it is no longer necessary to rely on the subjective assessments of employees.

Before

Previous Inspection System

After

With Maddox AI

Each day, 15 employees checked the components, which led to a high level of manual effort and associated costs.

The actual quality inspection is now fully automated, which has considerably reduced the manual effort and significantly increased the efficiency of the inspections. One person per shift is still scheduled to load the inspection device.

Due to the inaccuracy of manual checks, there were several customer complaints.

No further customer complaints have been received since the installation of Maddox AI.

No structured root cause analysis was carried out for the production of NOK parts.

Thanks to the digitalized inspection process, including the development of a defect heat map, the main causes of increased defect production could be identified.

Before

Previous Inspection System

Each day, 15 employees checked the components, which led to a high level of manual effort and associated costs.

Due to the inaccuracy of manual checks, there were several customer complaints.

No structured root cause analysis was carried out for the production of NOK parts.

After

With Maddox AI

The actual quality inspection is now fully automated, which has considerably reduced the manual effort and significantly increased the efficiency of the inspections. One person per shift is still scheduled to load the inspection device.

No further customer complaints have been received since the installation of Maddox AI.

Thanks to the digitalized inspection process, including the development of a defect heat map, the main causes of increased defect production could be identified.

> 80%

reduced Personnel Costs

100%

Traceability of each component

7 Months

Investment Payback Period

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Inspection of Ball Bearings

Maddox AI successfully automates the inspection of impact points, incorrectly mounted components and scratches on ball bearings.

Medical Hose Inspection

Maddox AI’s fully automated quality inspection reliably detects various defects and impurities such as foreign bodies, bubbles, water droplets, hair and more.
traktor manufacturing

Tractor Inspection

Component Detection and OCR

Tractor Inspection

Maddox AI ensures that all relevant parts of a customer-specific order have been correctly mounted on a the customer’s tractor.

Product

Tractors

Industry

Off-Highway

Total savings / year​

65-440k €

Customer Request

Our customer produces several 1,000 tractors of different sizes and configurations each year. The tractors are finally inspected in a large light tunnel. Two specialists per shift check whether the correct configurations such as lights, rear view mirrors, hazard warnings, etc. have been installed for the respective customer, as incorrectly installed components can quickly become expensive in after-sales.

The Maddox AI inspection system supplements this inspection work and thus supports the technical experts during the inspection. All tractor types, large and small, can be photographed with the same static-mounted camera and are evaluated by the AI model. By also reading the order number for each tractor, Maddox AI enables full traceability of individual tractor orders.

Before

Previous Inspection System

After

With Maddox AI

The tractors were checked manually in two shifts by two employees. The detection accuracy varied depending on the inspector.

Relevant parts are automatically checked according to a precise defect book definition.

Because tractors are made order-specific, the plant received a larger number of customer complaints that required rework.

The number of customer complaints was significantly reduced with the help of the Maddox AI inspection solution.

It was not possible to perform a structured root cause analysis to reduce mounting errors as the current inspection results were not consistently saved digitally.

Thanks to the consistent and digitized inspection process, the expensive re-work rate can be reduced in the future.

Before

Previous Inspection System

The tractors were checked manually in two shifts by two employees. The detection accuracy varied depending on the inspector.

Because tractors are made order-specific, the plant received a larger number of customer complaints that required rework.

It was not possible to perform a structured root cause analysis to reduce mounting errors as the current inspection results were not consistently saved digitally.

After

With Maddox AI

Relevant parts are automatically checked according to a precise defect book definition.

The number of customer complaints was significantly reduced with the help of the Maddox AI inspection solution.

Thanks to the consistent and digitized inspection process, the expensive re-work rate can be reduced in the future.

100%

Tracability by reading out the production order via OCR

MES Integration

Enables use of data for process improvements

1 Tractor / Min.

Inspection speed

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Exhaust Filter Inspection

Maddox AI’s consistent, fully automated 100% quality inspection reliably detects defects in over 50 different product types.

Medical Hose Inspection

Maddox AI’s fully automated quality inspection reliably detects various defects and impurities such as foreign bodies, bubbles, water droplets, hair and more.

Exhaust Filter Inspection

Surface Inspection

Exhaust Filter Inspection

Maddox AI’s consistent, fully automated 100% quality inspection reliably detects defects in over 50 different product types.

Product

Exhaust Filter

Industry

Automotive

Total savings / year​

50 - 60k €

Customer Request

Our customer produces filters in various designs in a 3-shift operation. Quality control was previously carried out using a rule-based camera system. However, due to the diversity of production, the existing camera system had to be recalibrated daily in order to limit the pseudo reject rate. Despite the regular recalibration of the camera system, the old camera control led to a pseudo reject rate of up to 80%, which in turn led to high scrap / re-sorting costs.


With the introduction of Maddox AI, the inspection system only needs to be recalibrated / retrained in a few cases and the average pseudo reject rate has been reduced by over 90%. Defective filters are now reliably rejected, while OK filters are reliably classified as OK even with different production batches.

Before

Previous Inspection System

After

With Maddox AI

The existing inspection system had to be recalibrated several times a day.

Das Inspektionssystem muss dank der Maddox AI Software nicht mehr nachkalibriert werden und kann auch mit unterschiedlichen Produkttypen zuverlässig umgehen.

Depending on the product type / batch, up to 80% of the filters were classified as NOK, although the majority of these were OK parts.

Thanks to the increased precision of the Maddox AI inspection system, the pseudo reject rate has been reduced by around 90%.

New product types had to be laboriously stored individually in the inspection software.

New filter types are automatically and reliably inspected by the Maddox AI software.

Before

Previous Inspection System

The existing inspection system had to be recalibrated several times a day.

Depending on the product type / batch, up to 80% of the filters were classified as NOK, although the majority of these were OK parts.

New product types had to be laboriously stored individually in the inspection software.

After

With Maddox AI

The inspection system no longer needs to be recalibrated thanks to the Maddox AI software and can reliably handle different product types.

Thanks to the increased precision of the Maddox AI inspection system, the pseudo reject rate has been reduced by around 90%.

New filter types are automatically and reliably inspected by the Maddox AI software.

> 95%

Reduced recalibration time

> 95%

Reduced pseudo rejects

>50

Inspected product variants on a line

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Exhaust Filter Inspection

Maddox AI’s consistent, fully automated 100% quality inspection reliably detects defects in over 50 different product types.

Inspection Cell for Plastic Seals

By integrating a rotating inspection cell with three cameras in combination with Maddox AI’s software, the plastic seals are reliably inspected 100% of the time.

Medical Hose Inspection

Maddox AI’s fully automated quality inspection reliably detects various defects and impurities such as foreign bodies, bubbles, water droplets, hair and more.

Inspection of Ball Bearings

Surface Inspection and Component Detection

Inspection of
Ball Bearings

Maddox AI successfully automates the inspection of impact points, incorrectly mounted components and scratches on ball bearings.

Product

Ball Bearings

Industry

Metal

Total savings / year​

190-350k €

Customer Request

Our customer produces over 20,000 ball bearings daily, which were inspected both by a classic inspection system and, in some cases, by human inspectors. The classic inspection system often mistook color differences for real defects. This resulted in an excessively high pseudo scrap rate, which had to be checked manually at a high cost.

To massively reduce the pseudo scrap rate, the Maddox AI inspection system combines existing camera hardware with the Maddox AI software. Classic defect types include damages such as impact points, incorrectly mounted components or scratches.

Before

Previous Inspection System

After

With Maddox AI

A classic rule-based system was used for the initial inspection. This was followed by a manual inspection in three shifts by two employees per shift to recheck rejects and pseudo-rejects.

All products are inspected 100% automatically according to a precise defect definition. This made it possible to reduce pseudo scrap by more than 90%, eliminating the need for manual rechecking.

The plant received two relevant customer complaints in the last two years, which had to be manually rechecked.

No further customer complaints have been received since the installation of Maddox AI.

Since the inspection results were not digitized, no regular structured root cause analysis was performed.

Thanks to the digitalized inspection process, process optimizations could be realized (e.g. direct feedback loop for machine setting).

Before

Previous Inspection System

A classic rule-based system was used for the initial inspection. This was followed by a manual inspection in three shifts by two employees per shift to recheck rejects and pseudo-rejects.

The plant received two relevant customer complaints in the last two years, which had to be manually rechecked.

Since the inspection results were not digitized, no regular structured root cause analysis was performed.

After

With Maddox AI

All products are inspected 100% automatically according to a precise defect definition. This made it possible to reduce pseudo scrap by more than 90%, eliminating the need for manual rechecking.

No further customer complaints have been received since the installation of Maddox AI.

Thanks to the digitalized inspection process, process optimizations could be realized (e.g. direct feedback loop for machine setting).

98%

Time Saving for Recalibrations

> 90%

Less Pseudo Scrap

30 parts / min.

Inspection Speed

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Inspection of Printed Circuit Boards

Thanks to Maddox AI’s device and software, incorrectly assembled components and other damages can be detected and tracked to a specific PCB.

Cosmetic Container Inspection

Maddox AI’s software, as well as the implementation of three individual camera systems, can reliably inspect surfaces, labels and imprints.

Label Recognition on Cardboard Boxes​

Thanks to Maddox AI, the codes and labels on different cartons are reliably recognized, read, matched as well as rejected and re-evaluated in case of discrepancy.

Windshield Wiper Inspection

Surface Inspection

Windshield Wiper Inspection

Maddox AI’s fully automated 100% quality inspection reliably detects even the smallest defects on rubber parts with complex geometries.

Product

Windshield Wiper

Industry

Automotive

Total savings / year​

80 - 132k €

Customer Request

Our customer produces rubber hoses in a 3-shift operation. Quality control was carried out manually & randomly by 1 employee per shift. With the introduction of Maddox AI, the inspection was fully automated. Defective components are now reliably detected and ejected automatically without the need for employees to carry out the inspection.

 

Before

Previous Inspection System

After

With Maddox AI

Quality control was carried out manually by 1 employee per shift, which was time-consuming and costly.

The quality check is now fully automated, which has significantly reduced the manual effort and considerably increased the efficiency of the checks.

As the test results were not recorded digitally, there was no structured root cause analysis for faulty (NOK) parts.

Thanks to the digitalized inspection process, the reject rate in production has been reduced.

On average, the plant received 3-4 customer complaints per year, which led to re-sorting actions and quality measures.

There have been no more customer complaints since the installation of Maddox AI.

Before

Previous Inspection System

Quality control was carried out manually by 1 employee per shift, which was time-consuming and costly.

As the test results were not recorded digitally, there was no structured root cause analysis for faulty (NOK) parts.

On average, the plant received 3-4 customer complaints per year, which led to re-sorting actions and quality measures.

After

With Maddox AI

The quality check is now fully automated, which has significantly reduced the manual effort and considerably increased the efficiency of the checks.

Thanks to the digitalized inspection process, the reject rate in production has been reduced.

There have been no more customer complaints since the installation of Maddox AI.

16 Months

Investment Payback Period

No

customer complaints

20 m / min.

Inspection speed

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Label Recognition on Cardboard Boxes​

Thanks to Maddox AI, the codes and labels on different cartons are reliably recognized, read, matched as well as rejected and re-evaluated in case of discrepancy.

Inspection Cell for Plastic Seals

By integrating a rotating inspection cell with three cameras in combination with Maddox AI’s software, the plastic seals are reliably inspected 100% of the time.

Optimization of Brake Hose inspection

close up of gears

Gear Inspection

Surface Inspection

Gear Inspection

Maddox AI enables the reliable automation of surface inspections for metal objects, accurately detecting defects such as scratches and dents.

Product

Gears

Industry

Automotive

Total savings / year​

90-110k €

Customer Request

Our client produces up to 15,000 gears daily, which were previously inspected manually by three employees per shift, operating in a three-shift system, five days a week. This entirely manual process was both time-consuming and costly. To increase efficiency and reduce inspection costs, the Maddox AI inspection system was implemented.

A specialized camera hardware solution was developed for this customer, working seamlessly with the powerful Maddox AI software. Together, they accurately detect surface defects like scratches and dents. This significantly reduces the manual inspection effort while improving accuracy in identifying real defects. The result? Significant cost savings and optimized quality assurance.

Before

Previous Inspection System

After

With Maddox AI

The gears were previously inspected manually across three shifts, involving up to nine employees in total. The accuracy of defect detection varied significantly depending on the individual, leading to inconsistent results.

Now, all products are inspected 100% automatically using a clearly defined set of defect criteria. Only one employee per shift is required to operate the system.

On average, the plant received two customer complaints annually, which required manual reinspection.

Since the implementation of Maddox AI, there have been no customer complaints.

Before, inspection results were not recorded digitally, so there was no structured root cause analysis for defective (NOK) parts.

With the digitized inspection process, the scrap rate in production has been reduced by 20%.

Before

Previous Inspection System

The gears were previously inspected manually across three shifts, involving up to nine employees in total. The accuracy of defect detection varied significantly depending on the individual, leading to inconsistent results.

On average, the plant received two customer complaints annually, which required manual reinspection.

Before, inspection results were not recorded digitally, so there was no structured root cause analysis for defective (NOK) parts.

After

With Maddox AI

Now, all products are inspected 100% automatically using a clearly defined set of defect criteria. Only one employee per shift is required to operate the system.

Since the implementation of Maddox AI, there have been no customer complaints.

With the digitized inspection process, the scrap rate in production has been reduced by 20%.

100%

Traceability for each component

100%

Digitized analyses

70%

Reduced manual effort

Would you like to learn more about our solution? – Test for free now!

Inspection of Printed Circuit Boards

Thanks to Maddox AI’s device and software, incorrectly assembled components and other damages can be detected and tracked to a specific PCB.

Windshield Wiper Inspection

Maddox AI’s fully automated 100% quality inspection reliably detects even the smallest defects on rubber parts with complex geometries.
brake hose

Optimization of Brake Hose inspection

Surface Inspection

Optimization of Brake Hose inspection

Maddox AI can efficiently and reliably automate the inspection of surface defects, such as scratches, burns, or stripping cuts.

Product

Brake Hose

Industry

Automotive

Total savings / year​

90-120k €

Customer Request

Our customer produces over 70,000 meters of brake hoses every day, which were inspected both by an automated vision system and manually by employees. The existing inspection system often detected defects that were not actually defects, such as slight surface defects or color deviations. This led to a pseudo reject rate of around 5%. In addition, there were several customer complaints, which led to cost-intensive manual re-sorting actions.


To significantly reduce the pseudo reject rate and slippage, the Maddox AI inspection system combines the existing camera hardware with the Maddox AI software. Common defect types that are detected include surface defects such as scratches, cuts and other damage from previous production steps.

Before

Previous Inspection System

After

With Maddox AI

The quality of the brake hoses was previously monitored by an automated vision system and manual checks in three shifts, with one to two employees per shift.

Thanks to the integration of the Maddox AI system, quality inspection is fully automated, eliminating the need for manual inspectors. This enables more efficient and precise inspection around the clock.

On average, around 10% of the parts produced were classified as faulty, with half of the parts declared as faulty being pseudo rejects.

Thanks to the increased precision of the Maddox AI inspection system, the pseudo reject rate has been reduced by around 85%, virtually eliminating re-inspections and avoiding unnecessary costs.

Due to the inadequate accuracy of the system, weekly manual re-sorting operations were required, during which the parts had to be checked and re-checked.

Maddox AI has completely eliminated the need for manual re-sorting, as the system accurately and reliably distinguishes between good and faulty parts.

Before

Previous Inspection System

The quality of the brake hoses was previously monitored by an automated vision system and manual checks in three shifts, with one to two employees per shift.

On average, around 10% of the parts produced were classified as faulty, with half of the parts declared as faulty being pseudo rejects.

Due to the inadequate accuracy of the system, weekly manual re-sorting operations were required, during which the parts had to be checked and re-checked.

After

With Maddox AI

Thanks to the integration of the Maddox AI system, quality inspection is fully automated, eliminating the need for manual inspectors. This enables more efficient and precise inspection around the clock.

Thanks to the increased precision of the Maddox AI inspection system, the pseudo reject rate has been reduced by around 85%, virtually eliminating re-inspections and avoiding unnecessary costs.

Maddox AI has completely eliminated the need for manual re-sorting, as the system accurately and reliably distinguishes between good and faulty parts.

85%

Reduced pseudo scrap

> 90%

Time savings on recalibrations

50 m / min

Inspection speed

Would you like to learn more about our solution? – Test for free now!

Optimization of Brake Hose inspection

Gear Inspection

Maddox AI enables the reliable automation of surface inspections for metal objects, accurately detecting defects such as scratches and dents.

Inspection of Printed Circuit Boards

Thanks to Maddox AI’s device and software, incorrectly assembled components and other damages can be detected and tracked to a specific PCB.
injection molded part

Inspection of Injection Molded Parts

Surface Inspection

Inspection of Injection Molded Parts

Surface defects such as improper cutting edges, cracks, scratches, and contamination can be reliably and automatically identified on injection-molded parts with the help of Maddox AI.

Product

Plastic Membranes

Industry

Automotive

Total savings year

280 - 320k €

Customer Request

Our client produces over 50,000 plastic membranes daily, with a defect rate of 5%. Until now, the manual inspection of these parts was carried out by three employees per shift. This approach led to issues with pseudo scrap and slippage, negatively impacting the efficiency of quality control and resulting in customer complaints.

To tackle these challenges, Maddox AI has developed an innovative, fully automated inspection device. This system inspects the parts using four cameras from different angles, allowing for precise detection of various surface defects.

Before

Previous Inspection System

After

With Maddox AI

Nine employees were previously responsible for quality control each day, resulting in a high level of manual effort and associated costs.

The quality inspection is now nearly fully automated, significantly reducing manual labor and greatly improving the efficiency of the checks.

Approximately 5% of the produced parts were classified as defective, with a significant portion attributed to pseudo scrap.

Thanks to the accuracy of the Maddox AI system, the pseudo scrap rate has been reduced by around 70%.

Due to inaccuracies in manual inspections, several customer complaints arose each year.

Since the installation of Maddox AI, no further customer complaints have been reported.

Before

Previous Inspection System

Nine employees were previously responsible for quality control each day, resulting in a high level of manual effort and associated costs.

Approximately 5% of the produced parts were classified as defective, with a significant portion attributed to pseudo scrap.

Due to inaccuracies in manual inspections, several customer complaints arose each year.

After

With Maddox AI

The quality inspection is now nearly fully automated, significantly reducing manual labor and greatly improving the efficiency of the checks.

Thanks to the accuracy of the Maddox AI system, the pseudo scrap rate has been reduced by around 70%.

Since the installation of Maddox AI, no further customer complaints have been reported.

100%

Digitized Analyses

70%

Reduced Pseudo-Scrap

20 Mio.

Inspected Parts per Year

Would you like to learn more about our solution? – Test for free now!

Inspection of E-Modules

Maddox AI enables the reliable and automated identification of defects such as sheet metal damage, bubbles in the potting, damaged conductor paths and many more.

Medical Hose Inspection

Maddox AI’s fully automated quality inspection reliably detects various defects and impurities such as foreign bodies, bubbles, water droplets, hair and more.

Exhaust Filter Inspection

Maddox AI’s consistent, fully automated 100% quality inspection reliably detects defects in over 50 different product types.
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