Author: scanflow

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Manufacture

Enhancing Manufacturing Efficiency: The Role of VIN Scanning Technology

Scanflow specializes in intelligent text scanning and recognition of various types of data, including vehicle Identification numbers from smart devices.

While Scanflow can be utilized in various industries and applications, it can also be particularly useful in manufacturing industries for VIN (Vehicle Identification Number) scanning. Here’s how Scanflow can assist with

  • Smart Scanning: Scanflow allows VIN numbers to be scanned directly from a vehicle’s VIN plate or label using a smart device. This scanning capability reduces the need for dedicated barcode scanners or manual data entry.
  • Accuracy: Scanflow is designed to achieve high accuracy in reading VIN numbers, even in challenging lighting conditions or with imperfect VIN plates. It can recognize characters accurately by operating offline. This feature ensures that your workforce can reliably work with VINs wherever they are, even in remote or offline environments.
  • Real-Time Data Capture: Scanflow provides real-time data capture capabilities, allowing manufacturing workers to quickly and accurately scan VINs without delays. This helps streamline manufacturing processes.
  • Seamless Integration: Scanflow can be integrated into existing workflow applications or manufacturing systems. This integration ensures that scanned VIN data seamlessly flows into the manufacturing system for further processing and tracking.
  • Quality Control: By scanning VINs during the manufacturing process, Scanflow helps verify that the correct VIN is associated with each vehicle. This is crucial for quality control and error prevention.
  • Traceability: Scanned VIN data can be used to create a comprehensive record of each vehicle’s manufacturing history. This traceability is valuable for auditing, warranty tracking, and recall management.
  • User-Friendly Interface: Scanflow’s user-friendly interface makes it accessible to manufacturing personnel with minimal training. This ease of use promotes efficient adoption within manufacturing operations.
  • Security: Scanflow ensures data security by processing and storing all scanned vehicle information offline. This means that sensitive VIN data remains protected and is not transmitted to third-party cloud servers, enhancing privacy and security.
  • Flexibility: Scanflow VIN scanning technology is adaptable and versatile. It allows for scanning from a distance, even when dealing with dirty or partially obscured VINs. This flexibility ensures accurate data capture in real-world conditions, regardless of environmental challenges.

By integrating Scanflow for VIN number scanning, manufacturing industries can enhance efficiency, accuracy, and data integrity throughout the production process, ultimately leading to improved product quality and compliance with industry standards.

Categories
general

Comparision between AI Scanner & Hardware scanners

Aspect AI Scanner Hardware Barcode Scanner
Technology Type Computer vision and AI-Powered scanning Standalone hardware device for barcode scanning.
Device Requirements Requires a smart device like smartphones, drones, wearables, or tablets with a camera. Dedicated handheld device with a built-in scanner.
Cost Typically involves software subscription fees; potential hardware costs. Upfront hardware purchase cost.
Accuracy and Speed Accurate scanning using device camera; processing speed depends on device capabilities up to 98% accuracy Generally fast and accurate scanning performance.
Integration and Compatibility Offers SDKs for easy integration into mobile apps; backend systems compatible with various development platforms. Designed for specific integrations; compatibility varies.
Maintenance and Updates Regular software updates for improvements; hardware independent. Hardware maintenance may be required; updates depend on the manufacturer.
Adaptability to Changes Software updates allow for adapting to new barcode/text types and features. Hardware limitations may affect adaptability.
Flexibility The software-based solution allows for customization and feature updates. Limited flexibility due to hardware constraints.
User Training Generally user-friendly with intuitive mobile interfaces. May require training for proper use.
Scanning Range Various CV features offer different scanning ranges. Limited by device camera capabilities; optimal for close and medium-range scanning.
Mobility and Portability It is highly portable due to smart device integration. Portable, but less convenient than mobile devices.
Use Cases Well-suited for mobile applications, retail, inventory, and logistics. Suitable for retail, warehousing, manufacturing, and logistics.
Cost-Efficiency Software subscriptions may offer cost savings over time. Hardware costs can be higher upfront.

 
Industries rely more on AI scanners due to their flexibility, adaptability, and integration with smart devices, making them suitable for dynamic environments. Scanflow is an AI scanner that helps in effortless data capture and workflow automation. Scanflow offers a powerful solution for businesses looking to optimize their business process, improve data accuracy, and achieve operational efficiencies in a wide range of industries.

Categories
Healthcare

How Intelligent Text Scanning transforms Healthcare through Automation?

How does Scanflow effectively captures container numbers for a seamless shipping process - data capture in healthcare

When it comes to providing medical care, errors of any kind have no place in them. Healthcare providers are frequently prone to medical errors and face challenges in workflow operations. Automation reduces the potential for human error and eliminates inaccuracies in the healthcare delivery system.

With technological advancements like artificial intelligence, the healthcare industry has made great strides in innovation over the past few decades. Automation has modernized healthcare services by bringing in innovative solutions across pharmaceuticals, medical devices, diagnostic techniques, and therapies. By automating manual processes, repeated tasks are eliminated, allowing healthcare professionals to take charge of their time and efforts and direct them toward more fruitful activities.

Scanflow Intelligent Text capture allows healthcare workers to scan REF/LOT codes from medical supplies providing digital information from their own devices!

Scanflow is an AI scanner for smart devices that captures data and automates workflows. It can capture any type of data, including text, IDs, numbers, barcodes, and QR codes. Scanflow Intelligent text capture scans any type of REF codes from medical supplies where clinicians can instantly view crucial information, such as dosage, and patient-specific instructions by a simple scan from any smart device.

The information captured is stored as digital records within the enterprise system. Every pharmaceutical product comes with REF/LOT codes printed on it which carry vital information about the medicine. Scanflow captures data from the REF codes in seconds from any angle orientation at any external environment, including low light, damaged text, and light glares.

Scanflow technology works with any smart devices such as smartphones, iPads, tablets, wearables, and drones that can be used even offline. The SDK can be integrated into any existing application and is compatible with Android, iOS, and development frameworks like Xamarin, React Native, etc. The data captured from the container is stored offline with secure data encryption.

Categories
Fintech

How ID scanning Streamlines KYC Processes?

Enhance the KYC process with Scanflow ID scanning software - scanflow

Identity verification has increasingly become a standard practice in many firms. Businesses need a mechanism to verify that their existing or potential customer with the KYC process i.e Know Your Customer. This is common in many various sectors, including banking, telecommunications, travel, retail, and more. The Manual KYC verification process has increased instances of identity theft and fraudulent hacks, inaccurate data, and lengthy onboarding process.

This increased reliance on mobile technology has paved the way to adopting smart KYC processes in firms that capture customers’ IDs and retrieve their personal information right from their smart devices. This process is quick, more secure, and lowers error rates.

Scanflow smart ID scanning software makes the KYC process simpler and paperless while capturing data from customer IDs with high security along with the ability to capture data without the need for an Internet connection.

Automated data extraction helps banking and financial services can collect the necessary personal data while interacting with consumers in a faster, more convenient manner. Mobile and digital processes have seamlessly become a part of everyday life and ubiquitous devices like smartphones help workers and customers to carry out operations more efficiently from their familiar devices.

Scanflow high-performing ID scanning SDK can be integrated into any smart device and capture information from identity documents. Scanflow ensures a safe and secure scanning solution.

Scanflow ID scanning SDK works on native mobile apps, web browsers, or any enterprise framework that helps to digitalize and automate procedures. It reduces the threats of identity fraud and data breaches and provides a secure customer onboarding process.

1. Streamlines data collection process

With smart ID scanning the data collection process is streamlined by lowering the difficulty users have updating or submitting their personal information. It provides cleaner, more precise data that satisfies the regulators. ID scanning improves the data quality and lowers error rates, making monitoring systems more reliable.

2. Driven by AI technology

Built with AI-powered technology, Scanflow ID scanning software is much more accurate at identifying and categorizing data in real time. It works in any challenging environment and is never stressed out, unlike manual processes. It serves as an ideal solution for banking and financial services that would extract crucial data points from identity documents while maintaining high accuracy levels.

3. Enhanced customer experience

Smart ID scanning engages customers with quick and more convenient interactions while collecting necessary personal information. This quick process makes customers to be relieved to have avoided standing in a long line at the branch which saves them time.

Smart ID scanning is all made possible by a single user-friendly mobile solution, providing clients and end users with a higher level of protection. The most significant benefit of all is that it establishes trust and solidifies the crucial relationship between businesses and individuals.

Categories
Fintech

Elevate Workforce Efficiency with smart ID Scanning Technology

Scanflow - ID Scanning Software for Smart Devices

ID scanning involves the process of collecting information from identity documents and converting it into a trackable, valid digital format. In today’s fast-paced world, ID verifications that rely on manual data entry and paper inspections are becoming time-consuming processes. When ID scanning is at issue, security is considered to be one top concern for businesses and customers as it includes most of the basic details. The technology of ID scanning has gone through drastic progress and has transformed from manual entry to digitally capturing data from them.

Smart ID scanning will help enterprises to capture identity data more quickly and accurately from their smart devices. This process reduces delays, disruptions, and human errors. Many industries like manufacturing, healthcare, and retail are relying on technology to integrate ID scanning capabilities into their operations that interact with customers and employees.

Scanflow offers a high-performing ID scanning SDK that can be integrated into any smart device and capture information from identity documents. It can be used to speed up any onboarding and security process by providing instant scanning results from your smart devices without the need for any external device. Even without an internet connection, one can scan IDs from any location. This will prevent time-consuming activities like manual data entry.

Scanflow ensures a safe and secure scanning solution that works for any identity documents like National IDs, Passports, Visa documents employee & customer cards.

Scanflow ID scanning SDK works on native mobile apps, web browsers, or any enterprise framework that helps to digitalize and automate procedures.

Categories
Healthcare

Revolutionizing Healthcare: The Power of Intelligent Data Capture

Healthcare industry with Intelligent data capture - Scanflow, Data Capture Solutions for Healthcare

Automation has become a sought-after solution for industrial processes. The era of automation has revolutionized every sector implementing its adoption in workflows. The Healthcare industry is being revamped by automation for delivering seamless and quality patient care. It mitigates human errors resulting in high efficiency of medical services and administrative operations.

With increased technological improvements and advanced procedures, it is necessary to stay competitive by integrating digital technology into everyday processes more efficiently.

Healthcare organizations face difficulty in managing patient scheduling and appointments manually. Patient registration is a major task for clinicians and many hospitals rely on manual efforts for the entry of patient details which are often prone to errors, and long tiring hours of manual entry.

A smart automatic solution is required to perform the registration tasks and simplify most of the repetitive work.

Artificial intelligence is a dominant tool and is being utilized for various workflow management solutions. A recent survey showed that nearly 90% of healthcare organizations use AI and automation strategies to automate their workflow processes.

AI solutions help healthcare workers perform tasks automatically without much human intervention. Software-based data capture tools help industries efficiently automate workflow processes by integrating them into smart devices.

Scanflow is an AI scanner for data capture and workflow automation for industries. Scanflow captures any form of data from Texts, IDs, Numbers, Barcodes, and QR codes. It provides the user with instant real-time insights from the data captured.

Scanflow helps healthcare workers scan their patient’s National ID cards and retrieve patient information such as name, DOB, address, and contact details which are needed for the admission process. Scanflow ID scanning software hugely saves time and improves patient care and safety.

Once the patient’s details are registered, they will be given unique ID codes that they have to carry during subsequent visits to confirm their identity. This process helps in easy appointment scheduling and knowing the patient history and medication details.

Scanflow ID scanning SDK can be easily integrated with any smart device or existing enterprise application. It supports multiple operating systems like iOS, Android, Reacts Native, and Xamarin.

  • Benefits of using Scanflow in Healthcare
  • Simplifies and automates workflow operations
  • Scan in any challenging conditions with high accuracy
  • Increases the mobility & productivity of healthcare workers
  • Improves patient safety by reducing the long waiting queues.
  • Can be easily upgraded from any development platform

Scanflow supports workflow operation with innovative digital technology for automation by meeting the requirements of efficient healthcare services. Eventually, it results in the patients receiving quality care and workers being liberated from intensive front-end tasks. Scanflow helps enterprises by giving the existing smart device the power of data capture and transforming them towards automated solutions.

Categories
vin scanning

Efficient Manufacturing Process: How Scanflow Improves workflow operations in Vehicle manufacturing industries

Automation has become a potential solution for manufacturing industries that helps them to enhance workflow processes and simplify procedures.

In the world of manufacturing, precision and efficiency are paramount. However, even large companies face challenges that require innovative solutions. One such challenge faced by a truck manufacturing company was the need to eliminate manual efforts in data extraction from diverse textual components.

Scanflow aims to automate the extraction of critical information from various sources, revolutionizing their manufacturing processes.

A leading truck manufacturing company faced challenges in their manufacturing processes and were characterized by manual data entry and verification procedures. These processes, while essential, were time-consuming, error-prone, and resource-intensive. The need to manually extract data from textual components, such as Vehicle Identification Numbers (VIN), VIN Plates, Air Tank Serial Numbers, Suspension Serial Numbers, and Tire Sidewalls, posed a significant challenge. It not only slowed down production but also increased the risk of errors.

Recognizing the need for change, the truck manufacturing company embarked on a journey to harness the power of automation. To automate the identification of key phrases, named entities, and structured data in text, effectively eliminating manual efforts.

The objective of Scanflow was to extract accurate data, including VINs, Tire Identification Numbers (TIN), and Tire Numbers, from diverse textual components. This data was critical for quality checks and production management. The extraction process had to be highly accurate and reliable, ensuring that the data captured was error-free.

The extraction achieved over 97% accuracy in capturing component text was a key objective. This would significantly reduce the need for manual interventions. All captures had to function offline on edge devices, ensuring that the process was resilient to connectivity issues.

Scanflow integration with Manufacturing Execution Systems (MES) and SAP HANA systems extracted data needed to flow seamlessly into these systems to ensure accurate record-keeping and effective production management. MES provided real-time tracking and component history, while SAP HANA handled data analytics and insights for informed decision-making.

    • Stencil & Air Tank Part Number Comparison: Ensuring that stencil part numbers and air tank part numbers matched in the assembly line and quality checks was crucial. This process not only confirmed the proper fitting of components but also prevented mismatches.
    • VIN Number Mapping: Mapping each VIN with the corresponding database entry during assembly and quality checks ensured the correct components were used, enhancing accuracy and compliance.

    • VIN Plate Mapping: Mapping VIN plate information with the database during cockpit assembly and quality checks guaranteed that specifications were met, contributing to precision.

    • Tire Sidewall Capturing: Capturing tire sidewall details during assembly and quality checks ensured that the right tires with accurate specifications were installed, a vital element in vehicle safety and performance.

  • Vision Intelligence: Utilizing CCTV footage for symbol comparison in air suspensions and vehicle cockpit images ensured swift intervention and quality control, further enhancing product reliability.

The successful implementation of Scanflow transformed the workflow operations. Manual efforts were drastically reduced, errors were controlled, and the speed of operations improved significantly. With seamless integration into MES and SAP HANA, data became an asset, driving efficiency and quick decision-making.

Through this, the truck company not only enhanced assembly precision but also streamlined quality checks, ensuring top-tier products with unparalleled reliability. By adopting Vision Intelligence and automation, they achieved a new era of manufacturing excellence, setting new standards in the automotive industry.

Leveraging manufacturing industries with innovative technologies like Scanflow will provide a significant competitive advantage. It showcases how automation, precision, and integration can lead to transformative results, positioning the company at the forefront of the automotive manufacturing industry. In recent years, many industries have started to adopt smart automated solutions in their workflows. This will mitigate operational costs and workers can have a productive work environment with errorless and more intelligible processes.

Categories
Manufacture

How AI transforms the future of data capture in manufacturing industries?

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Every industrial workflow process includes data capture technology to ensure a smooth operation. The process of data capture once required a lot of labor power to record to store data manually.

Over the years, the technology used to capture data has seen a significant transformation, moving from large, fixed scanners to high-performing software solutions on smart devices that are easily accessible.

The future developments in data capture technology have evolved and all the data capture processes are becoming automated. The omnipresent nature of smart devices has given ample opportunities to industries to provide their employees with mobile applications to ease their work process which will foster the levels of employee involvement.

Computer vision, a subset of artificial intelligence (AI) based data capture tools helps in industrial automation. Computer vision technology has configured algorithms to help manufacturing industries identify errors, perform tasks quickly, and avoid safety issues that increase process efficiency and improve product quality. With the use of computer vision, we can learn how to alter and extract data from images or objects. It helps systems to comprehend the data inputs better and provide accurate results. In addition to manufacturing, it is widely employed in a variety of other sectors, including the automobile, utility, and energy industries. By 2030, the computer vision market is anticipated to grow to $41.11 billion. (Allied Market Research, Jan 13, 2022).

The implementation of smart data capture in enterprises will empower business processes by providing them with real-time data from their smart device that can be deployed into any enterprise ecosystem.

With the development of software-based scanning on smart devices and wearables, manufacturing industries have included cutting-edge tools for their employees. This makes it possible to scale up the decision-making process, engagement, and workflow automation and thereby becoming a competitive edge in the market.

Scanflow is a software-based, enterprise-grade scanning technology that can be deployed in any smart device and capture any type of data from barcodes, IDs, Text scanning, Object scanning, and Safety codes in any external environment. Built with computer vision technology, Scanflow intelligently captures data and delivers real-time insights from it. It facilitates the workflow process in manufacturing industries ensuring a high level of effectiveness by lowering cost and human intervention.


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  • Automates and re-engineers end-to-end process
  • Reduce operational costs, time, and manual errors
  • Performs a variety of operational activities from a single smart device
  • Brings in digital transformation to inventory management
  • Enhanced user experience and employee satisfaction

Smart data capture solutions provide high-quality outputs, increase production rates, and lowers operating expenses in manufacturing industries. Additionally, it increases revenue and has a good effect on the bottom line. Industries utilizing the maximum potential of smart technologies will be benefiting greatly from it.

Categories
Manufacture

How do Smart Devices help Manufacturing industries in Data capture & Workflow automation?

Manufacturing industries are transforming their way of operations, which has resulted in industrial automation. A transition from manual dependence to automation of processes is gaining an advantage in industries. The implementation of technology helps in the digitization of manufacturing sectors at all levels such as supply chain operations, product design, mass production, and distribution.

Intelligent machines are being used in factories and warehouses to perform tasks with endurance, speed, and precision that require little to no human interaction.

This is due to the rising innovations in machine learning, artificial intelligence, and robotics that can be used to analyze data from every stage of the workflow process, helping manufacturers stay flexible and quickly adjust their business models. This technological shift is due to conventional manufacturing techniques being unable to satisfy the demands of the present industrial needs. Bringing analog data into a digital database is where the move to smart manufacturing begins.

Data capture is an essential and inevitable process in every industrial operation. Traditional data capture tools make it difficult in capturing mass data and cause manual errors. Workers require multiple devices to carry out the data capture process which is tedious to handle and leads to undesirable chaos.

Software-based smart data capture tools help industries not only to intelligently capture data but also support real-time decision-making, workers’ engagement, and workflow automation is made possible at scale from your everyday smart devices.

  • Smartphones
  • Tablets, Ipads
  • Augmented Reality Wearables
  • Drones
  • Robots

Smart devices like smartphones & wearables are predominantly used by industries and it becomes easier if it has scanning capabilities in them. It reduces the use of external devices for scanning. This enables workers to be connected and more productive. Integrating data capture software into smart devices will support field workers’ processes bringing efficiency and work safety.

Scanflow is an enterprise-grade, software scanner that can be integrated into any smart device such as smartphones, wearables, or drones, and capture any form of data from barcodes, IDs, texts, and objects in any external environment. Scanflow intelligently captures data and provides real-time insights from it. Reducing cost and human intervention, streamlines the workflow process in industries, ensuring a high level of effectiveness.

  2. Automates and simplifies end-to-end workflow process.
  3. Performs a variety of operations from a single smart device.
  4. Reduce manual auditing, which saves time, money & resources.
  5. Supports integration in any type of smart device & cross-platforms.
  6. Creates new business opportunities through digital transformation.

Industries accessing smart data capture technologies would give any decision-maker the ability to access information quickly with high reliability, making the operational process easier. Businesses that adopt smart data capture into workflows will improve efficiency, stay competitive, and be future-ready.

Categories
general

Top Software Scanners For Workflow Automation In 2022

Scanflow, Barcode Scanning Software Development Company in Singapore, India, USA

Industries require scanning solutions for workflow operations, driving visibility into resources and distribution activities. Technological innovations have created a great impact on businesses irrespective of industries. This has enhanced the business activities of small to large enterprises bringing differences in operating costs, and employee productivity. Industries like logistics, retail, and manufacturing have eased their workflow by implementing automation thus reducing manual intervention.

Smart devices are paving the way for AI’s transformation of how organizations run. The addition of AI-enabled software to smart devices such as smartphones, and wearables improves performance and perhaps has the potential to replace the need for an external device.

Software scanners are easy to adopt and use which makes them an inevitable solution to any enterprise problem associated with scanners

  • Quicker data capture with high-precision results
  • Increases revenue while cutting down on errors.
  • Cost-effective prevents loss of funds due to human error.
  • High performance when compared to hardware scanners
  • Reduces time in analyzing the quality of the assets, inventory, and products.
  • User-friendly integration in any type of smart devices
  1. List of software scanners that help in Industrial Automation

 
scandit

Scandit is a technological platform for augmented reality (AR) and mobile computer vision solutions for businesses. The company’s software enables unmatched barcode scanning, text and object recognition, and real-time display for any app on any camera-equipped smart device, including smartphones, wearables, drones, and robots. Scandit is integrated into a number of partner systems, including SAP Fiori, Oracle XStore, Epic Rover, etc., and supports a wide range of hardware and software platforms.

The notable clients of Scandit include 7-Eleven, Alaska Airlines, Carrefour, Hermes, Levi Strauss & Co., Mount Sinai Hospital, Sephora, Toyota, Johns Hopkins Hospital, and La Poste.

FOUNDED: 2009
EMPLOYEES: 251–500
LOCATION: Zurich, Switzerland
FUNDING: $273.1M

 
anyline

Anyline scanning SDK is used to create real-time mobile OCR apps with the highest recognition rates without the need for server infrastructure. Anyline offers a hassle-free scanning solution that will save time and money. The following industries have benefited from Anyline’s assistance in the digitization process: Utility, Government, MRO, transportation, automotive, tourism, and other product industries.

Anyline’s broad range of dependable technology can handle the most challenging business problems by combining advanced machine learning models with conditioning from the real world.

FOUNDED: 2013
EMPLOYEES: 51–100
LOCATION: Vienna, Austria
FUNDING: $37M

 
scanflow

Scanflow is an AI scanner for smart devices that captures data and automate workflows. It can capture any type of data, including text, IDs, numbers, barcodes, and QR codes. Scanflow can be easily integrated with any smart device like smartphones, drones, and other wearable devices. Built with AI-powered solutions, Scanflow can scan in difficult conditions such as low-light low-light environments, long-range distances, and at any angle orientation with high precision and speed.

Scanflow enables users to experience personalized shopping, self-checkout, inventory management, and asset tracking for retail, logistics, and manufacturing industries. Scanflow-powered solutions reduce operational costs and time while boosting worker and customer satisfaction. The goal of Scanflow is to offer enterprise-grade intelligent data capture technologies that help automate workflow processes

FOUNDED: 2021
EMPLOYEES: 11–50
LOCATION: Coimbatore, India

 
dynamsoft

Dynamsoft is a multinational software development company that provides SDK for document capture and barcode applications for various usage scenarios. These SDKs help developers meet document imaging, scanning, and barcode reader requirements when developing web, desktop, or mobile-based applications.

The key areas of Dynamsoft’s research and development are document imaging and barcode decoding. The SDKs are used by developers to remove the need for them to develop their own code. This removes months of work for them by cutting the need to code as well as understand relevant industry standards and requirements. Over the last 18 years, many companies across the world have used Dynamsoft’s SDK in their daily workflows to improve efficiency and reduce cost.

FOUNDED: 2003
EMPLOYEES: 51–100
LOCATION: Vancouver, Canada

  2.  

scanbot

Scanbot helps businesses all over the world in reducing the expense of human data entry. Scanbot SDK can record analog data from any mobile device. Scanbot is a mobile scanner app for documents and QR codes. Users can create premium quality PDF scans and send them through email or automatically upload them to the cloud such as Google Drive, Box, Dropbox, Evernote, and other cloud services.

Scanbot makes it possible to include scanning and data extraction features into current mobile applications for the banking, insurance, healthcare, and logistics sectors. Any enterprise application can incorporate scanning features and data extraction using SDK’s highly advanced algorithms and machine learning.

FOUNDED: 2011
EMPLOYEES: 11–50
LOCATION: Bonn, Germany

AI-based software scanners can be used by any industry to improve workflow processes and solve business-related issues. Software scanners are an essential part of asset tracking and inventory management and are being incorporated into everyday smart devices to increase data accuracy, eliminate human error, and improve business operations.

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