AI & Machine Learning in the Enterprise, Part VII: Even More Industry Disruption

Curt Hall

Here, in Part VII, we continue examining industries and domains where organizations see AI having its most significant impact.


Customer Experience: Customer Experience Management: Practices, Trends, Issues, Technologies

Participate in our study on how organizations are adopting or planning to adopt CX management practices and technologies and what they see as the possible impacts on their businesses. In particular, we want to determine the actual current status of CX efforts within organizations and what their plans are for utilizing CX in the future.


Customer Experience: Customer Experience Management: Practices, Trends, Issues, Technologies

Participate in our study on how organizations are adopting or planning to adopt CX management practices and technologies and what they see as the possible impacts on their businesses. In particular, we want to determine the actual current status of CX efforts within organizations and what their plans are for utilizing CX in the future.


Connected Architecture: Designing the Arena for the Data Beast

Martijn ten Napel

Applying the principles of “loosely coupled” to master data and containing fragmentation within a framework that governs the collaboration process will lead to the design patterns of solutions that fit the collaboration process. This is designed fragmentation, or “connected architecture.” This framework — a thought process more than a recipe — is described in this Advisor.


The Data Journey: The Mastery of Data Exploration

Daniel Power, Ciara Heavin

Today, analytics and computerized decision support can help managers make better choices in semistructured and even unstructured situations. Managers should be curious and seek evidence and answers from data for previously unasked and/or unanswered questions. Indeed, as this Advisor explains, they should become data explorers and sophisticated decision support users.


5 Key Success Factors for Implementing the Breakthrough Incubator Model

Richard Eagar, Max Senechal, Michael Kolk, Tim Barder, Mitch Beaumont, Kurt Baes

In this Advisor, we identify five key success factors for realizing the benefits of a Breakthrough Incubator implementation.


Trust and Transparency Are Keys to the New CDO Role

Michael Atkin

In this Advisor, the author describes the conflicting demands on today’s CDO, who must cover “operational data management” as well as “data management for analytical insight.” He shows the importance of caring for the quality of the data, understanding its provenance and pedigree, minimizing the transformations, and adding semantic understanding of the data.


Play by the Rules to Strike Balance Between Agile and Architecture

Bob Galen

Software architecture requires balance. Often, you can focus too much on it, creating robust products that miss customer needs or over-engineer solutions. Conversely, especially in Agile contexts, you can under-engineer things and your product efforts can succumb to relent­less refactoring rework. So there’s a balance to strike in architecture, no matter what methodology you use to create your software. In Agile contexts, that balance is often lost. And it usually leans to less over more. In this Advisor, I describe a rule that has helped me successfully strike the right balance between Agile and architecture: chaos is constant, so continuously refactor.


Powering the Supply Chain with AI and Converging Technologies

Curt Hall

Artificial intelligence has many applications in supply chain and logistics. These range from automating the analysis and reporting on global supply chain activities and optimizing supply chain planning and execution to predictive applications for scheduling, strategic sourcing, and remote monitoring and predictive maintenance. This Advisor describes the major drivers for applying AI in the supply chain, including demand for greater visibility and transparency into supply chain data, processes, and execution, and a need to reduce risk and satisfy customer demands.


The Great Enablers of Genuine Digital Transformation

Greg Smith

Discover how an organization can truly engage its people by understanding their behaviors, and how balancing empowerment, vision, engaged leadership, tolerance for failure, tangible incentives, and the belief that transformation can actually happen and can ensure successful digital change.


Driving Change: A Case Study

Jagdish Bhandarkar, Namratha Rao

The path to becoming a digital company is difficult and the challenges are multifold. It means ensuring customers remain connected even with the drastic changes that may be needed and overcoming resistance to new business models. Becoming digital does not simply mean implementing new technology; it also requires developing new leadership skills combined with connectivity among a company’s people, proc­esses, and data. Cultural changes may also be a challenge if the digital transformation must cut across silos in the organization. This Advisor’s case study examines the implementation of a digital change in a US community bank meant to retain its loyal customer base and to put in place newer ways of monetization.


Driving Toward Agile: What to Expect from Agility

Yesha Sivan, Raz Heiferman

There is a giant universal mental challenge when it comes to agilifying. Yet the goal of the modern organization is to rebuild itself all the time. Agility can mean different things to different people, and it should. Still, it is important to vividly understand its various meanings and to allow the organization to be aware of these meanings and then prioritize them. This Advisor offers some con­crete ways in which we can both shift our perspectives and act to “agilify” our organizations.


Generating Intelligent LOB Applications

Tejas Viswanath

Line-of-business (LOB) applications are at the center of most large enterprises. These are the applications we don’t think about and we don’t appreciate, but they’re the glue that keeps an organization functioning. They are the boring applications that drive internal processes, but the more LOB apps an enterprise has, the more technology it employs and the more productive it is.


Making an Agile Transformation Stick: Behavioral Change at the Sharp End

Jon Ward

Much of the wisdom, books, academic papers, and so on, concerning Agile, focus at the team level. Yet an Agile transformation focuses on the adoption of Agile principles at the business or organizational level. Agile transformation, therefore, presents senior leaders with challenges they need to work out for themselves without such recommendations. The temptation is to reach out to their traditional business advisors; however, as this Executive Update illustrates, this may not be the optimal path.


A “Hybrid” is an Architecture Skybridge

Balaji Prasad

Being hybrid is not new. Not at all. If we look around, we can see the entrenched old and the emerging new sitting side by side in our enterprises. And, in important instances, we have actually thought through, at some level, how the old and the new are tied together, thought of together, and managed together. If we do it right, we can build hybrids that allow us to have one foot in the present and one foot in the future, as we make our way across the skybridge to the new buildings of the future.


Industrial Agile: Accelerating Physical Product Delivery

Hubert Smits

In this webinar with Hubert Smits and Peter Borsella, you'll learn how the core Industrial Agile Framework concepts — (1) cross-functional team collaboration over specialization, process, and tools; (2) extending development through manufacturing over fixing problems in the field; and (3) useful continuous delivery over a single comprehensive delivery — enable continuous adaption throughout the value chain. Discover why companies that are adopting the Industrial Agile framework are moving from “concept to cash” more efficiently and effectively than ever before. 


Take a Considered Approach to Geo-Jurisdiction

Steven Woodward

In this next-generation world of cloud computing, where the Internet of Things (IoT), artificial intelligence (AI), blockchain, edge computing, and cloud federation are enabling the vast deployment of innovative and resilient solutions, we must begin thinking more clearly about geo-jurisdictions. In this Advisor, we review three examples of how geo-jurisdiction policies and legislation can lead to dysfunctional businesses and economies.


Designing a Hybrid Cloud Strategy for Competitive Advantage

Prerna Lal

Many organizations are now focusing on a hybrid cloud strategy: moving part of their IT capabilities to the cloud, while maintaining core elements in-house, hosted on-premises. The hybrid model is becoming immensely customary among organizations, as it enables them to optimally allocate their resources while keeping their current IT infrastructure operating at low risk. A hybrid cloud strategy not only prepares an organization for the future but also protects its investment today.


Designing a Hybrid Cloud Strategy for Competitive Advantage

Prerna Lal

Many organizations are now focusing on a hybrid cloud strategy: moving part of their IT capabilities to the cloud, while maintaining core elements in-house, hosted on-premises. The hybrid model is becoming immensely customary among organizations, as it enables them to optimally allocate their resources while keeping their current IT infrastructure operating at low risk. A hybrid cloud strategy not only prepares an organization for the future but also protects its investment today.


Set the Tone for Cultural Transformation

Frank Khan Sullivan

The way we do business is transforming. It’s being pushed and pulled by many factors, most notably by a younger workforce demanding new interfaces and services necessary to perform jobs their way. At the heart of every digital transformation project is an immutable pain wrapped in competing motivations: doing more, doing it faster, and avoiding missed opportunities. How can we reconcile these motivations in our day-to-day business? When we discuss the concept of “a culture transformed,” we can draw many parallels against the way a society votes and spends, but that’s out of scope. What is not out of reach is your influence over your teams and whether you can embrace the change that is upon us all. It’s up to you to set the tone of the conversation within the organization: robots aren’t here to steal our livelihoods; they’re here to make us more productive and lighten the load, right?


Human-Centric Approach to Rapid and Disruptive Changes

Jagdish Bhandarkar, Namratha Rao

Disruptive changes within a company can result either in a spectacular rise if done right or an abrupt decline if not handled well. People are at the center of every change. If employees do not connect with their organization, do not see the need for change, do not buy in to the leadership’s vision, or are not motivated, any change will fail. For employees to see value beyond the defined work parameters, they need to feel connected to the company. Connection, respect, and trust will help a company maintain employee support for the changes that a company wants to implement. In this Advisor, we discuss in brief two such initiatives that brought about drastic increases in employee support and participation.


A Glimpse into the Agile Architect’s Day

Miklós Jánoska

Given an established enterprise with its decades-old IT department, processes, and practices versus the accelerating marketplace — missing out on modern IT practices and being too rigid to react to market trends, and even putting innovation on half-yearly cycles — the hiring of a talented Agile architect can bridge the gap and lead the recently established digital pillar of the company. In this Advisor, we explore the common challenges the architect faces via the story of a day and propose building a “non-blocking” architecture governance practice for Agile development teams.


Is AI Really Transforming How Organizations Operate?

Curt Hall

There is a lot of talk about how AI offers the possibility to transform how organizations operate. I am guilty of throwing around this type of statement myself. Of course, this brings up the all-important question: to what extent is AI currently transforming how organizations operate? Fortunately, the latest results from our ongoing survey examining the adoption and application of AI technology in the enterprise offer some insight into this question.


6 Innovation Payoffs of Using the Breakthrough Incubator Model

Richard Eagar, Max Senechal, Michael Kolk, Tim Barder, Mitch Beaumont, Kurt Baes

In this Advisor, we explore the benefits of a promising breakthrough growth model that we have successfully applied in both B2C and B2B businesses. This model delivers major benefits in terms of speed, cost, and likelihood of success. It involves radical collaboration across the innovation ecosystem and covers the entire innovation process from idea to commercialization, including the strategic, commercial, operational, and technical aspects. We call this the Breakthrough Incubator (BI) model. The BI model enables accelerated creation of a new business proposition with new products/services externally — before transitioning it back into the parent organization, thereby overcoming many of the prototype scale-up barriers. In essence, this is the “build, operate, transfer” philosophy applied specifically to innovation and product development.


On Teams, Discipline, and Delivery Schedules

Jens Coldewey

Recently, the Cutter Consortium editor who facilitates this Advisor series sent me a set of questions frequently asked about Agile transitions. Among the ones I found most intriguing wasn’t really a question but merely a statement, claiming: “Misunderstanding on the part of teams that Agile allows for less discipline, leading to less precise delivery schedules.” There are several elements of this statement that I encounter frequently, so I decided to use it as a basis for this article.