But for enterprise leaders, the real question is not which model ranks first. It is which model is right for the work you actually need to do.

In this episode of Off the Deck, Jayme MacQueen sits down with Kevin McDonald, Principal Consultant in Hylaine’s Data Intelligence practice, to unpack how organizations should think about AI model selection, cost, performance, and business value.

Kevin explains why the most powerful model is not automatically the best choice. In many cases, using a frontier model for a straightforward task is like bringing a sledgehammer to a nail. It may get the job done, but with more cost and complexity than the work actually requires.

The conversation moves from theory to practice with a real insurance engagement where Hylaine matched different AI models to different parts of the workflow. The result showed why model selection matters: a more advanced model could have cost roughly 10 times more to perform work that a less expensive model could handle just as effectively, and faster.

• Match the model to the task. Bigger and more advanced does not always mean better for the business problem in front of you.
• Look beyond the benchmark slide. Aggregate rankings can hide major differences in how models perform against specific types of work.
• Right-size AI for cost and performance. At enterprise scale, unnecessary model complexity can compound quickly across millions or billions of tokens.
• Use the right level of intelligence in the right place. A single solution can use different models for different jobs rather than forcing one model across the entire workflow.
• Start with the outcome, not the technology. The strongest AI decisions come from understanding the problem first, then selecting the tools that fit.

The takeaway: there is no universal “best” AI model. The smarter approach is to understand the workload, evaluate what the business actually needs, and apply AI with precision rather than defaulting to the biggest tool available.

Listen to the full episode of Off the Deck for a practical conversation about making better AI decisions without adding unnecessary cost, complexity, or hype.

• • 00:00 Introduction to Off-The-Deck
  • 01:30 What AI Actually Is?
  • 06:50 The Sledgehammer
  • 09:20 The Insurance Story
  • 13:19 Inspect the Benchmark
  • 17:30 The Cloud Analogy
  • 19:45 The Prompt-Bloat Trap
  • 25:00 Regulated Industries and the Workforce
  • 28:35 Drift and Duplicate Work

• 34:12 The Quantum Bonus

• 35:35 Closing Notes

Kevin McDonald is a Principal Consultant in Hylaine’s Data Intelligence practice, where he helps organizations apply data and AI to real business problems with a practical, outcome-focused approach. Based in Charlotte, Kevin has been with Hylaine for more than five years and has worked across manufacturing, insurance, life sciences, healthcare, and professional services.

His work focuses on helping clients make smarter technology decisions, including how to match the right AI models and tools to the task, balance cost and performance, and avoid unnecessary complexity. Kevin brings a hands-on perspective to AI strategy, grounded in what works in real enterprise environments rather than what looks best on a benchmark chart.

• Uncovering Gaps, Building Alignment: Phase Zero Sets the Foundation for IT Transformation: hylaine.com/uncovering-gaps-building-alignment-phase-zero-sets-the-foundation-for-it-transformation
• Hylaine Phase Zero Advisory Services: hylaine.com/advisory/#phase-zero

In this episode of Off the Deck, Chris Ragan, Senior Consultant in Application Development at Hylaine, shares why the most important work often happens before the project officially begins. With more than five years at Hylaine leading delivery for one of the company’s first and longest-standing clients, Chris has seen firsthand how early discovery, stakeholder alignment, and ownership can determine whether an engagement succeeds or struggles.

Chris and Jayme explore why long-standing client relationships can make discovery even more important, not less. Trust and familiarity are valuable, but they can also create assumptions about who owns decisions, what success looks like, and which voices need to be part of the conversation. The biggest warning sign? A key stakeholder responsible for the outcome who is not in the room.

The conversation also dives into Hylaine Phase Zero, a discovery approach designed to uncover the facts, priorities, and challenges that shape successful delivery. Chris explains why investing time upfront is always less costly than uncovering missed details halfway through an engagement, and why doing the right work starts with understanding the right problem.

Plus, Chris shares how AI is changing how teams approach delivery, why faster access to information doesn't replace human judgment, and why strong partnerships still depend on asking better questions.

In this episode:

• Why a beginner’s mindset comes naturally with new clients but must be intentionally created in long-term partnerships
• The early warning signal every project team should recognize: a key owner who is not in the room
• Why assumptions create a growing cost curve and how early discovery prevents costly rework
• How to define project success without relying on technical language alone
• How Hylaine Phase Zero helps teams align on goals, stakeholders, and outcomes before delivery begins
• Why AI can accelerate progress while also accelerating mistakes without the right human judgment and context

At Hylaine, we believe partnerships over transactions means taking the time to understand our clients, their goals, and the people who will ultimately define success.

• 00:00 Introduction to Off-The-Deck
• 01:45 The Band: Psygnosis
• 03:30 The Setup
• 04:45 The Paradox
• 08:20 The Wrong Thing Story
• 13:10 The Moment
• 19:25 Stalling VS. Discovery
• 21:55 Phase Zero
• 30:25 Artificial Intelligence as Amplifier
• 34:40 The Decision and Closing

Chris Ragan is a Senior Consultant in Hylaine’s Application Development practice with more than five years at Hylaine. He leads a large delivery team supporting one of Hylaine’s first and longest-standing clients, helping drive successful outcomes through strong technical delivery, stakeholder alignment, and partnership. With experience across insurance, banking, and other industries, Chris brings a practical understanding of the challenges organizations face when modernizing technology and delivering meaningful solutions. 

• Uncovering Gaps, Building Alignment: Phase Zero Sets the Foundation for IT Transformation: hylaine.com/uncovering-gaps-building-alignment-phase-zero-sets-the-foundation-for-it-transformation
• Hylaine Phase Zero Advisory Services: hylaine.com/advisory/#phase-zero

For India Monroe, that is exactly where the focus belongs. As Hylaine’s HR leader and culture expert, India spends her time building the foundation that helps teams succeed, from employee engagement and connection to creating an environment where people feel supported, equipped, and empowered to deliver for clients.

India joins Jayme MacQueen to talk about the role of people and culture in a technology consulting firm, why HR is about much more than policies and processes, and how a strong employee experience ultimately shapes the client experience. She also shares her unconventional career path from motorsports to consulting, what remote work taught her about building connection, and why understanding people is at the center of everything she does.

Also in this episode: why the best cultures are built intentionally, the importance of listening to employees, and how the work behind the scenes helps Hylaine live its values of partnership, transparency, and doing what’s right.

• 00:00 Introduction to Off-The-Deck
• 02:20 Motorsports, and Where the Instincts Came From
• 05:20 Belonging Without a Building
• 09:20 Deprogramming
• 13:40 Reviewing Work You Cannot See
• 18:45 When the Client Is the Problem
• 22:30 Adults, Not Babysitting
• 28:50 What Growing Firms Get Wrong About Culture
• 31:25 Artificial Intelligence
• 38:35 Closing Notes

India Monroe is Hylaine’s HR Leader based in Raleigh, North Carolina, where she focuses on building a strong employee experience and supporting the people behind Hylaine’s client success. With a background spanning multiple industries, including motorsports, India brings a unique perspective on connection, engagement, and the importance of creating a culture where teams can thrive.

At Hylaine, India helps strengthen the systems and relationships that enable employees to do their best work, ensuring that the people behind the technology solutions are supported, connected, and equipped for success.

It shows up in an unusual place. About six months into a year-long engagement, he usually gets a job offer from the client. He has said no 10 out of 10 times, and he does not take it as a compliment. He takes it as information: if a client is trying to hire the consultant, nobody internal was ever named to take the work over, and the handoff is going to happen in the last 60 days instead of the first 60.

Jonathan is a Principal Architect at Hylaine with nearly 20 years in the field. Jayme MacQueen asks him what he does in the first three weeks of an engagement that makes a client start treating him like a leader, how he gets a client to own a solution instead of agreeing to one, and what has to be true on day one for that solution to outlast him.

Also in this episode: the mentor who told him he talks long enough to talk people out of his own ideas, and why he thinks AI is an amplifier rather than a replacement.

• 00:00 Introduction to Off-The-Deck
• 01:04 Storytelling as the Leadership Skill
• 02:54 The 30,000-Foot View
• 04:14 When the Client Starts Treating You as a Leader
• 06:17 Culture or Experience
• 11:52 Artificial Intelligence
• 16:25 The Handoff
• 24:55 Closing Notes

In this episode of Off the Deck, Jayme MacQueen sits down with Hylaine Director of Client Delivery Chris Langlois to unpack what it really takes to rescue a troubled program. Drawing on more than 20 years in technology consulting and nearly a decade bringing complex banking programs to the finish line, Chris shares why the first move is not to build a new roadmap. It is to understand what is salvageable, stabilize execution, and restore confidence. They explore how to make the hard call between saving and scrapping a program, why visible progress matters, and how trust, communication, and other human skills can ultimately determine whether a turnaround succeeds.

At Hylaine, doing what’s right over what’s easy means tackling hard problems without defaulting to the most convenient answer. If you lead complex technology programs, especially in high-stakes, regulated environments, this conversation offers a practical perspective on what to do when the plan has gone sideways but the outcome still matters. Listen to the full episode of Off the Deck to hear how experienced delivery leaders turn troubled programs into forward momentum.

• 00:00 Introduction to Off-The-Deck
• 01:04 The Setup: Dropped Into a Program in Flight
• 02:54 The Hard Tradeoff / What Would Hylaine Do?
• 04:14 Myth Vs. Reality
• 06:17 The Team You Inherit: Listen Before You Change
• 11:52 Execution or Design: Where Is the Program Really Failing?
• 16:25 New Leadership: Relationships Before the Details
• 24:55 Calm in the Storm: Leading Through Pressure
• 29:19 The Takeaway: Rescue, Prove Progress, Earn Bigger Change
• 30:35 Closing Notes

Chris Langlois is Director of Client Delivery at Hylaine. He has spent more than 20 years in technology consulting and close to a decade bringing banking programs to the finish line, usually after being dropped into them mid-flight. He has a specific and unpopular opinion about what starting over actually costs.

Each week, we'll go beyond industry buzzwords to explore what technology leaders are really facing, challenge common misconceptions, and share practical insights you can put to work immediately. Because the most valuable conversations don't happen on the deck, they happen off it.