Most automation programs automate the wrong things first.

Process mining for automation prioritization fixes this. It extracts real event data from systems like SAP S/4HANA and Salesforce, maps what actually runs, and shows you where volume, cycle time, and rework concentrate. That’s where automation pays off.

Teams typically pick processes based on who asked loudest, what’s easiest to document, or what looks like a quick win. The result: bots that run but don’t move the needle. Deloitte reports that 30-50% of RPA projects fail to meet objectives, and maintenance consumes 70-75% of automation budgets.

What’s in this article:

• What is process mining and how does it work?
• How does process mining identify which processes to automate?
• How do you run a process mining pilot?
• What to do next

What is process mining and how does it work?

Process mining is the analysis of event logs from ERP and CRM systems to map actual process flows, identify bottlenecks, and detect conformance deviations.

Every transaction that moves through a system leaves a timestamped record. Process mining tools collect those records, each needing at minimum a Case ID, an Activity name, and a Timestamp, then reconstruct what actually ran. Not the process as designed. Not what a business analyst documented. What executed.

Three techniques make this useful. Process discovery builds a visual model from raw event data. Conformance checking compares that model against the intended process to surface deviations. Enhancement overlays cost, time, and frequency data onto the model so you can see where the damage is concentrated.

Tools like Celonis, SAP Signavio Process Intelligence, Microsoft Power Automate Process Mining (formerly Minit), Fluxicon Disco, IBM Process Mining, and UiPath Process Mining all do this. The 2024 Gartner Magic Quadrant for Process Mining Platforms placed Celonis, SAP, Microsoft, ARIS, and IBM as leaders.

How does process mining identify which processes to automate?

Process mining identifies automation candidates by measuring transaction volume, cycle time, error rate, and rework frequency across process variants, not assumptions.

In accounts payable, process mining commonly surfaces a rework loop between “Invoice Data Captured” and “Invoice Validated.” The same invoice passes back through manual correction several times before approval, inflating costs and delaying payment. That loop is visible in the data. It’s not visible in a process map drawn from interviews.

Conformance checking adds another layer: it surfaces compliance deviations continuously, not just during a quarterly audit. Traditional audits sample a fraction of executed processes. Process mining runs against every case, which matters in regulated industries where a missed step in order-to-cash or procure-to-pay can trigger a finding.

According to Celonis, Johnson & Johnson achieved a 30% reduction in touch time and a 40% reduction in price changes after using process mining to redesign delivery processes. Accenture reports a 75% reduction in procurement cycle time after using Celonis to identify procure-to-pay bottlenecks and non-conformance.

The key distinction: process mining answers “what should be automated,” not just “what can be automated.” High volume, high rework, and measurable cycle time impact together make a strong automation candidate.

How do you run a process mining pilot?

A process mining pilot follows five steps: scope a single process, identify the source systems, extract the event log, run discovery, and rank automation candidates by impact.

Here’s how that works in practice.

1. Define the target process with the process owner. Whiteboard 5 to 10 key activities. Keep it narrow. Order-to-cash or invoice processing works well as a first scope.
2. Identify which IT systems hold timestamps for those activities. SAP ECC, S/4HANA, Salesforce, and ServiceNow all generate event data. Celonis and SAP Signavio provide pre-built connectors for these systems.
3. Extract and structure the event log. You need three fields: Case ID, Activity, Timestamp. Everything else is optional enrichment. Budget 80% of your pilot time here. Data prep is where most pilots stall.
4. Load into the process mining tool and run process discovery. The tool builds the actual process map from your event data.
5. Identify the top 3 to 5 automation candidates by volume, rework rate, and cycle time impact. These are your prioritized automation targets, backed by data.

Process mining doesn’t replace the process owner’s knowledge. It augments it. You still need someone who understands the business context to interpret what the data shows. But you stop guessing which processes to fix.

If you’re also evaluating which low-code platform to build those automations on, see the breakdown of Appian vs. Mendix vs. Pega for regulated industries. And once automations are running, see how to measure automation ROI beyond cost savings.

What to do next

If you’re planning an automation program and haven’t run a process mining analysis yet, start there. One scoped process, a clean event log, and the right tool will show you where your highest-impact opportunities actually are.

Read next: Enterprise Hyperautomation: Combining Low-Code, AI, and Process Mining

The post Process Mining Before Automation: How to Find What’s Worth Automating appeared first on Data, AI, Automation & Enterprise App Delivery with a Quality-First Partner.

In today’s fast-paced and ever-evolving business landscape, digital transformation has become more than just a buzzword; it’s a necessity for companies striving to remain competitive and relevant. Embracing digital transformation not only enhances operational efficiency but also opens doors to new opportunities and customer experiences. To embark on this transformative journey, many organizations turn to specialized digital transformation services companies. In this blog, we’ll dive into the world of digital transformation and explore some of the leading companies that are helping businesses navigate this exciting realm.

What is Digital Transformation?

Digital transformation is the process of integrating digital technologies into various aspects of a business to fundamentally change how it operates and delivers value to customers. It involves reimagining processes, leveraging data and analytics, adopting cloud computing, and harnessing emerging technologies like AI and IoT to drive innovation and growth.

Why Do Companies Need Digital Transformation Services?

1. Stay Competitive: In a rapidly evolving digital landscape, businesses that don’t adapt risk falling behind their competitors.
2. Enhance Customer Experience: Digital transformation can improve how businesses interact with and serve their customers, leading to higher satisfaction.
3. Operational Efficiency: Streamlined processes and automation can reduce costs and boost productivity.
4. Data-Driven Insights: Harnessing data analytics allows companies to make informed decisions and predictions.
5. Agility and Innovation: Embracing new technologies fosters innovation and helps companies respond to changing market conditions.

Leading Digital Transformation Services Companies

1.  Scadea Solutions: Scadea Solutions is a notable player in the digital transformation landscape, specializing in providing tailored solutions to help businesses navigate the complexities of digitalization. With a focus on industries such as healthcare, retail, and manufacturing, Scadea offers a wide array of services, including digital strategy development, cloud adoption, data analytics, and cybersecurity. They pride themselves on their ability to deliver end-to-end digital transformation solutions that not only enhance operational efficiency but also drive innovation and customer satisfaction. With a customer-centric approach and a track record of successful transformations, Scadea Solutions is a trusted partner for organizations seeking to embark on their digital journey with confidence.
2. PwC: PwC assists companies in their digital transformation by offering a combination of strategy, technology, and cybersecurity services. They provide a holistic approach to digitalization.
3. Concentrix: Concentrix is a global leader in business services, including digital transformation. They specialize in delivering exceptional customer experiences through digital channels.
4. Siemens: Siemens is a powerhouse in industrial digitalization. They provide cutting-edge solutions for manufacturing, energy, and infrastructure sectors, driving digital innovation.
5. Cisco: Cisco offers transformative technologies for networking, security, and collaboration. Their solutions enable businesses to embrace digital transformation securely and efficiently.
6. Vention: Vention is at the forefront of digital transformation in the manufacturing industry. They provide a cloud-based platform for designing and deploying custom industrial equipment.
7. Tntra: Tntra is a dynamic player in the digital transformation space, offering tailored solutions to businesses looking to harness digital technologies for growth and innovation.

Conclusion

The world of digital transformation is dynamic and filled with opportunities for businesses willing to embrace change. Leading digital transformation services companies play a pivotal role in guiding organizations through this journey, helping them harness the full potential of digital technologies to stay competitive and thrive in the modern business landscape. Whether you’re a large enterprise or a smaller business, partnering with the right digital transformation service provider can be the key to success in today’s digital age.

The post Digital Tansformation Services Companies appeared first on Data, AI, Automation & Enterprise App Delivery with a Quality-First Partner.

Digital Transformation Consulting services enable businesses to adapt to the rapidly evolving digital landscape by leveraging innovative technologies and strategies. From streamlining operations to enhancing customer experiences, these services offer a holistic approach to achieving digital maturity. By partnering with expert consultants, organizations can unlock new growth opportunities and gain a competitive advantage in their industries. In this context, we’ll explore what Digital Transformation Consulting services are, their benefits, and how they can help businesses thrive in the digital age.

Digital Transformation Consulting refers to the process of guiding organizations through the digital transformation journey by leveraging technology to improve their business processes, operations, and customer experiences.

Digital Transformation Consulting involves analyzing an organization’s existing technology infrastructure, identifying gaps and inefficiencies, and recommending technology solutions that align with the organization’s goals and objectives. The process also involves developing a roadmap for implementing these solutions, including identifying the necessary resources, timeframes, and potential risks.

Digital Transformation Consulting can help organizations improve their overall efficiency, reduce costs, enhance customer experiences, and stay competitive in a rapidly evolving digital landscape. It may involve expertise in areas such as cloud computing, big data analytics, artificial intelligence, machine learning, and cybersecurity.

Challenges of Digital Transformation Consulting

Digital Transformation Consulting can be a complex and challenging process that requires careful planning and execution.

Some of the key challenges that organizations may face during this process include:

1. Resistance to change: Many organizations are resistant to change, particularly when it comes to new technology solutions. Digital Transformation Consulting requires a shift in mindset and culture, which can be difficult to achieve without the buy-in of key stakeholders.
2. Lack of expertise: Implementing new technology solutions requires specialized expertise that may not be available in-house. Organizations may need to work with external consultants to fill these skill gaps.
3. Integration with existing systems: Implementing new technology solutions can be challenging if they are not compatible with existing systems. Integration may require significant time and resources, which can delay the digital transformation process.
4. Data security and privacy concerns: Digital transformation often involves the collection and storage of sensitive data, which can pose security and privacy risks if not managed properly. Organizations need to ensure that they have adequate cybersecurity measures in place to protect their data.
5. Cost and resource constraints: Implementing new technology solutions can be expensive and resource-intensive, particularly for smaller organizations with limited budgets and resources.

Addressing these challenges requires careful planning, collaboration, and a willingness to embrace change. Digital Transformation Consulting can help organizations navigate these challenges and achieve their digital transformation goals.

Digital Transformation Consulting Services & Solutions

Digital transformation strategy consulting services refer to the process of providing expert advice and guidance to organizations in developing and implementing a digital transformation strategy. These services aim to help organizations leverage technology to improve their business processes, operations, and customer experiences.

Digital transformation strategy consulting services typically involve the following steps:

1. Assessing the organization’s current technology infrastructure and identifying gaps and inefficiencies.
2. Developing a digital transformation roadmap that aligns with the organization’s goals and objectives.
3. Identifying the necessary technology solutions and tools to implement the digital transformation roadmap, including cloud computing, big data analytics, artificial intelligence, machine learning, and cybersecurity.
4. Developing a plan for implementing the technology solutions, including timelines, budgets, and resource allocation.
5. Providing ongoing support and guidance to ensure the successful implementation of the digital transformation strategy.

Conclusion

Digital transformation consulting and strategy services are essential for organizations to stay competitive and adapt to the rapidly evolving digital landscape. These services help organizations leverage technology to improve their business processes, operations, and customer experiences. However, the process can be complex and challenging, requiring careful planning, collaboration, and a willingness to embrace change.

The post Digital Transformation Consulting Services appeared first on Data, AI, Automation & Enterprise App Delivery with a Quality-First Partner.

Digital transformation is the process of using digital technologies to fundamentally change how businesses operate and deliver value to customers. It involves the integration of digital technologies into all areas of a business, from operations and processes to products and services. The goal of digital transformation is to leverage digital technologies to create new business models, improve efficiency, enhance customer experience, and foster innovation.

Digital transformation requires a significant cultural shift, as well as investments in technology and training. Organizations need to adopt a digital-first mindset and develop a culture of experimentation and continuous improvement. They also need to invest in the right technologies and tools to support their digital transformation initiatives.

Developing your digital transformation strategy

Developing a digital transformation strategy is essential for any business looking to leverage digital technologies to drive growth, innovation, and efficiency. This involves identifying the areas of your business where digital technologies can have the biggest impact, assessing your current capabilities, and developing a roadmap for achieving your digital transformation goals.

To successfully develop a digital transformation strategy, businesses need to identify the key stakeholders involved in the initiative, such as IT, marketing, operations, and customer service, and build cross-functional teams to work together towards a common goal. They also need to invest in the right technologies and platforms that will enable them to achieve their digital transformation goals, such as cloud computing, mobile devices, social media, artificial intelligence, and the Internet of Things (IoT).

Building a culture of innovation is also critical to the success of a digital transformation strategy. This involves encouraging employees to think creatively and challenge the status quo, while continuously monitoring and adjusting the strategy based on feedback, performance metrics, and changes in the market.

The Impact of Digital Transformation on Your Business 

Digital transformation has a significant impact on businesses, as it enables them to adapt to the constantly evolving business landscape and meet the changing needs and preferences of customers. 

Here are some of the key ways that digital transformation can impact your business:

1. Enhanced customer experience: Digital transformation enables businesses to deliver a seamless and personalized customer experience across multiple channels, improving customer engagement, loyalty, and satisfaction.
2. Increased efficiency: Digital transformation streamlines business processes, reduces manual tasks, and increases automation, reducing the time and resources required to complete them, hence improving efficiency and reducing costs.
3. Improved data analysis: Digital transformation enables businesses to collect and analyze vast amounts of data, providing insights into customer behavior, market trends, and business performance, allowing them to make data-driven decisions and improve their strategies.
4. Creation of new business models: Digital transformation enables businesses to create new revenue streams and business models by leveraging emerging technologies such as artificial intelligence, blockchain, and the Internet of Things (IoT).
5. Disruption of traditional industries: It has disrupted traditional industries, such as retail, media, and finance, enabling new business models and players to emerge.
6. Increased access to information: Digital transformation has enabled individuals to access vast amounts of information at their fingertips, empowering them to make more informed decisions and learn new skills.

The 4 areas of Digital Transformation

Digital transformation impacts various areas of a business, and here are four key areas:

1. Customer Experience Transformation: It enables businesses to create a seamless and personalized customer experience across multiple channels, improving customer engagement, loyalty, and satisfaction. Including implementing customer-centric strategies, leveraging data and analytics, developing digital channels, and providing personalized services to customers.
2. Operational Process Transformation: Digital transformation enables businesses to improve their operational efficiency and reduce costs by automating manual tasks, streamlining workflows, and optimizing business processes. It includes implementing digital process automation, optimizing supply chain management, and using predictive analytics to improve decision-making.
3. Product and Service Innovation: Digital transformation enables businesses to create new products and services that meet the changing needs and expectations of customers. It includes leveraging emerging technologies such as artificial intelligence, machine learning, and the Internet of Things (IoT) to create innovative products and services that provide greater value to customers.
4. Business Model Transformation: Digital transformation enables businesses to create new revenue streams and business models by leveraging digital technologies to disrupt traditional industries and create new markets. It creates digital ecosystems, develops new business models, and leverages partnerships and collaborations to drive innovation and growth.

Overall, digital transformation impacts various areas of a business, and organizations must identify the areas where digital technologies can have the biggest impact, assess their current capabilities, and develop a roadmap for achieving their digital transformation goals. By doing so, organizations can unlock the full potential of digital technologies and transform their operations, driving growth, innovation, and efficiency.

Conclusion

Digital transformation is a critical process that businesses must embrace in order to remain competitive and relevant in the modern world. By leveraging digital technologies, businesses can enhance the customer experience, increase efficiency, improve data analysis, create new business models, and foster innovation and agility.

The post The Impact of Digital Transformation on Your Business appeared first on Data, AI, Automation & Enterprise App Delivery with a Quality-First Partner.

What is Digital Transformation?

Digital transformation refers to the process of using digital technologies to fundamentally change how businesses operate, deliver value to customers, and compete in the marketplace.

This transformation can take many forms, such as automating processes, adopting new digital tools and platforms, leveraging data analytics and artificial intelligence, creating new digital products and services, and rethinking business models.

Digital transformation has become a top priority for businesses of all sizes in the USA, as technology continues to rapidly evolve and disrupt traditional industries. However, many businesses struggle to navigate the complex landscape of digital transformation and require the expertise of specialized companies to help them achieve their goals.

In this article, we’ll take a look at some of the best digital transformation companies in the USA, and explore the services and solutions they offer.

The Best Companies in the USA

1. IBM: IBM is a well-known company with a long history of expertise in digital transformation. IBM has been providing technology solutions and services for over a century and has continuously evolved to meet the changing needs of businesses. IBM offers a range of services related to digital transformation, including cloud computing, data analytics, artificial intelligence, blockchain, and cybersecurity. IBM also provides consulting services to help businesses develop and implement their digital strategies and transform their operations.
2. Salesforce: Salesforce’s expertise in digital transformation has been recognized by industry analysts, and the company has been named a leader in several categories, including CRM, digital commerce, and marketing automation. It leading digital transformation company. Salesforce provides a range of cloud-based solutions for businesses, including customer relationship management (CRM), marketing automation, and e-commerce. Salesforce’s cloud-based solutions are designed to help businesses of all sizes transform their operations, streamline processes, and improve customer engagement.
3. Microsoft: Microsoft’s expertise in digital transformation has been recognized by industry analysts, and the company has been named a leader in several categories, including cloud computing, business applications, and artificial intelligence. Microsoft is also considered a digital transformation company. Microsoft provides a wide range of digital technologies and solutions for businesses, including cloud computing, artificial intelligence, data analytics, and cybersecurity.
4. Scadea Solutions: It’s a global IT consulting and digital transformation company that specializes in helping businesses leverage technology to improve their operations and stay competitive in today’s fast-paced digital environment. Digital transformation is a key part of Scadea’s services, and the company has been helping businesses to adopt digital solutions for many years.

Digital transformation is the process of using digital technologies to fundamentally change the way businesses operate and interact with their customers. This can involve everything from automating manual processes to creating new digital business models that leverage data and analytics to drive growth and innovation.

How Scadea will help your Business Implementation

At Scadea, digital transformation typically begins with a comprehensive assessment of a business’s current operations and IT infrastructure. This can help consultants to identify opportunities for automation, process optimization, and other improvements that can be achieved through digital solutions. It also helps businesses to develop a roadmap for digital transformation, which outlines the steps and timelines for implementing new technologies and processes.

Some of the key areas where Scadea helps businesses to implement digital solutions include:

• Cloud Computing: Their IT infrastructure to the cloud, which can reduce costs, improve scalability, and enable new digital services and applications.
• Data Analytics: To leverage data analytics to gain insights into customer behavior, operations, and other key areas of their business. This can lead to new revenue opportunities, improved efficiency, and better decision-making.
• Artificial Intelligence and Machine Learning: Scadea helps businesses to leverage AI and machine learning to automate manual processes, improve decision-making, and create new digital products and services.
• Digital Customer Experience: We help businesses to create a seamless and personalized digital customer experience, which can increase customer loyalty, improve customer retention, and drive revenue growth.

Overall, digital transformation is a critical process for businesses looking to stay competitive in today’s digital environment, and Scadea has the expertise and experience to help businesses achieve their digital transformation goals.

Conclusion

Digital transformation has become a critical process for businesses across the world, as they seek to stay competitive and drive growth in today’s fast-paced digital environment. In the United States, there are many companies that provide digital transformation services to help businesses achieve their goals. Scadea is one of the best digital transformation companies in the USA, and businesses can benefit from partnering with Scadea to achieve their digital transformation goals.

The post The Best Digital Transformation Companies in the USA appeared first on Data, AI, Automation & Enterprise App Delivery with a Quality-First Partner.

Low-code development solutions are a type of software development platform that enables developers to create applications with little or no coding required. Low-code platforms provide drag-and-drop visual interfaces that allow developers to create applications by dragging and dropping pre-built components onto a canvas. These platforms also offer pre-built integrations with various databases, APIs, and other software tools, making it easy to create complex, multi-functional applications.

Our low-code development solutions enable businesses to accelerate digital transformation initiatives by delivering faster and more cost-effective solutions. With a low-code platform, businesses can develop and deploy enterprise-grade applications in a matter of weeks, rather than months or even years. This is because low-code development solutions reduce the need for specialized coding skills, enabling a wider range of developers to build and deploy solutions.

Our low-code development platform offers several benefits, including:

1. Faster time-to-market: Low-code development platforms enable businesses to build and deploy applications faster than traditional development methods. This is because low-code platforms provide pre-built components and integrations, reducing the need for manual coding and testing.
2. Reduced development costs: With low-code development platforms, businesses can reduce development costs by leveraging pre-built components and integrations, which can save time and money.
3. Increased agility: Low-code development platforms enable businesses to be more agile and responsive to changing business needs. With the ability to quickly create and deploy applications, businesses can adapt to changing market conditions and respond to new opportunities.
4. Improved collaboration: Low-code development platforms offer collaboration features that enable teams to work together more effectively. This can lead to better communication, improved productivity, and higher-quality outcomes.

We designed to empower digital transformation in several key areas, including:

• Business process automation: Our platform will help businesses automate their workflows and streamline their operations. This can lead to improved efficiency, reduced costs, and better decision-making.
• Customer experience: Our low-code development platform can help businesses create custom applications that enhance the customer experience. This can lead to increased customer satisfaction and loyalty.
• Data management: Our low-code development platform can help businesses manage their data more effectively, including integrating data from various sources, transforming and cleansing data, and building data visualizations and reports.
• Integration: Our low-code development platform can help businesses integrate various applications and data sources, enabling seamless communication and collaboration across different systems.

Our low-code development solutions are not only faster and more cost-effective than traditional software development methods but are also more scalable and agile. With this platform, businesses can quickly prototype and test new ideas, scale solutions as needed, and make changes on-the-fly to meet evolving business needs.

Digital transformation has been an essential trend in recent years. Many businesses have been adapting to new digital technologies to improve their operations and provide better customer experiences. Low-code development solutions have been playing an increasingly significant role in enabling digital transformation.

In addition to its low-code development solutions, we offer a range of other digital transformation services, including:

1. Digital strategy: We help businesses develop digital transformation strategies that align with their business goals and objectives.

2. Cloud migration: We assist businesses to migrate their applications and data to the cloud, enabling them to benefit from the scalability, security, and cost-efficiency of cloud computing.

3. Cybersecurity: We guide businesses to protect their digital assets from cyber threats by offering a range of cybersecurity services, including risk assessments, security testing, and security architecture design.

4. Data analytics: We accelerate businesses to make better use of their data by offering a range of data analytics services, including data visualization, predictive analytics, and machine learning.

5. Mobile development: We help businesses build and deploy custom mobile applications that meet their unique needs.

They are platforms that allow users to build software applications without writing extensive lines of code. Low-code platforms offer several advantages over traditional application development. They reduce development time, cost, and complexity, as users can create applications with minimal coding skills. Moreover, low-code platforms offer a range of pre-built templates and components that can be customized to fit specific business requirements.

Digital transformation with low-code solutions can benefit businesses in many ways. One of the primary advantages is faster time-to-market. With traditional software development, it can take months or even years to develop and deploy an application. Low-code platforms allow users to develop and launch applications in weeks or even days, enabling businesses to quickly respond to changing market conditions.

Low-code solutions can also enable businesses to build more flexible and adaptable applications. They offer a drag-and-drop interface that allows users to create applications that can be quickly modified and updated to meet changing business needs.

In addition, low-code platforms can help businesses to reduce their dependence on IT departments. Many low-code solutions are user-friendly, enabling business users to create and deploy applications without extensive technical knowledge. This can free up IT teams to focus on more strategic initiatives, such as improving infrastructure and security.

Overall, digital transformation with low-code solutions can help businesses quickly and efficiently create custom applications that meet their unique needs. They can help organizations to become more agile, responsive, and customer-focused, which is essential in today’s fast-paced digital landscape. As the demand for digital solutions continues to grow, low-code platforms are likely to become an increasingly important tool in enabling digital transformation.

Conclusion

In conclusion, we as an innovative and powerful tool for businesses looking to undergo digital transformation. With its low-code development solutions, our platform empowers organizations to build custom software applications quickly and efficiently, while also reducing costs and minimizing the need for extensive coding knowledge. By streamlining the development process, we enable businesses to stay ahead of the curve in today’s rapidly evolving digital landscape. Ultimately, Scadea represents a valuable investment for any organization seeking to maximize its potential in the digital age.

The post Scadea: Empowering Digital Transformation with Low-Code Development Solutions appeared first on Data, AI, Automation & Enterprise App Delivery with a Quality-First Partner.