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Perspectives

Our take on the challenges, opportunities, and trends shaping the work we do.

Fresh Perspectives

What Physical AI Reveals About the Future of Software-Defined Vehicles

A transportation enforcement deployment demonstrates how intelligence operating directly on the vehicle can produce real-world outcomes and why the same architectural pattern is becoming increasingly relevant to software-defined vehicles. 

Experience Architecture for AI

Digital products have become dramatically more powerful over the past two decades. Cloud platforms, design tools, and agile delivery models have enabled teams to ship features faster than ever before.

Agentic Commerce Is Here. Is Your Data?

Agentic commerce is changing how buyers discover products. See why product data quality is now the biggest competitive advantage.

Perspectives

An AI-enabled car

What Physical AI Reveals About the Future of Software-Defined Vehicles

A transportation enforcement deployment demonstrates how intelligence operating directly on the vehicle can produce real-world outcomes and why the same architectural pattern is becoming increasingly relevant to software-defined vehicles. 

Experience Architecture for AI

Experience Architecture for AI

Digital products have become dramatically more powerful over the past two decades. Cloud platforms, design tools, and agile delivery models have enabled teams to ship features faster than ever before.

Two professionals in safety vests reviewing data

Agentic Commerce Is Here. Is Your Data?

Agentic commerce is changing how buyers discover products. See why product data quality is now the biggest competitive advantage.

Utility workers looking at a computer

The Future of Utility CX Is Predictive

Customer experience in utilities is shaped by how well billing, outage, and meter data are connected and how those signals are used before the customer reaches out. 

Healthcare professionals collaborating

The Next Test for Healthcare AI: Closing Access Gaps

Healthcare organizations are adopting AI quickly, but without intentional design, the tools meant to improve care could reinforce the same access gaps they aim to solve.

Tech Cubes

The Hidden ROI in Your Databricks Environment

For many organizations, the platform they bought is more capable than the way they're using it.

HEALTH_SYSTEM_PERSPECTIVE

Health Systems Are Being Rebuilt from the Outside In

As care moves beyond hospitals and into connected ecosystems, health systems need data, AI, operating models, governance, and partnerships built for the next model of care. 

AI workflow visualization

Governing AI Across Industries, Part 2

AI agents don’t fail from bad models; they fail from misaligned context. Learn how governance, accuracy, and KPIs differ across industries at scale.

AI Data visualization

AI Across Industries, Part 1

This two-part AI Perspective series explores why generative AI agents must be designed, governed, and measured differently across industries, using financial services and health insurance as real-world contrasts.

Man working on two computer monitors

The Full Value of AMI Data Is in Operationalization

AMI data starts as a signal within meter operations, but its value compounds as it moves across the organization. As that signal reaches each team, it transforms isolated data into enterprise-wide action. 

AI-generated data dashboards

The Agentic Front Office: How Sales Workflows Turn Marketing into a Growth Engine

When AI agents power sales workflows, marketing finally gains the visibility and momentum to drive continuous, real-time revenue growth.

A person working on a laptop

Defining Your Brand in an Agentic World

Your customers aren’t choosing—they’re delegating decisions to AI, and if your systems can’t act in real time, your brand won’t be part of the outcome.

Technical points connected

Inside the Customer Zero Build: What the Agentic Front Office Actually Takes

We didn’t start with a roadmap — we started with an honest audit that revealed why our sellers were stuck and what it truly takes to build an agentic front office.

AMI 2.0 Won’t Deliver ROI Until Utilities Fix Their Data

Utilities that aren’t seeing ROI on their AMI 1.0 investments may think they just need an upgrade to AMI 2.0. But the hardware isn’t the problem. It’s the data foundation.  

Glowing cubes

AI Sanity Check: Ditching the Doom and Hype

AI isn’t the end of work or the start of utopia—it’s a messy middle moment that rewards clear thinking, active leadership, and a human-first approach.

Digital pillars and squares

AI Didn't Kill MDM. It Made It Mandatory.

AI didn't create your data problems. It made them impossible to ignore. Without trusted master data and governance, you're not automating intelligently — you're scaling what's already broken.

Using AI technology to work efficiently

What AI-First Really Means

Organizations rushing to automate workflows are accidentally automating away the expertise that made those workflows valuable. Speed has a hidden cost.

Glowing data waves and charts

AI is Rewriting Financial CX. Are You Ready?

Financial institutions don’t have a technology problem, they have an execution gap. AI is widening it, and the firms that act now will own the next decade of customer loyalty and growth.

Using AI in healthcare

AI Concierge: A Better Path for Healthcare 

The future of AI in healthcare isn’t about faster “no,” it’s about smarter “here’s what you need,” and the data shows that denial-driven systems are already breaking under their own weight.

Looking at insurance data on a laptop

3 Ways Insurers Can Lead in the Age of AI

Every insurer is deploying AI, but only those who fundamentally redesign underwriting, claims, and distribution around intent, data quality, and embedded moments will win on margins.

Digital globe

The Personalization Gap in Finance

Financial institutions invested in personalization platforms. They forgot to redesign the operating model that would make them work.

Using AI in automotive manufacturing

The SDV Race: Are You Building for Buyers?

The software-defined vehicle race isn't about who builds the most advanced platform. It's about who earns permission to put it in the driveway.

Two people in hard hats using AI

Manufacturing CX Has a Data Problem

Modern B2B buyers expect B2C grade clarity and accuracy, but manufacturers are trying to deliver it on top of systems that were never integrated. The real work isn’t UX. It’s data plumbing.

Connected orbs

The Collaboration Edge for Health Insurers

Payers assumed proprietary platforms would create competitive moats. They're discovering those same silos are drowning member experience and Star Ratings.

Diverging data points

How FSC Solves Financial Services Barriers

Financial institutions are hitting the same wall, fragmented data, legacy stacks, and an AI execution gap, and the firms that fix the data layer and embed governed AI in the workflow will win retention and share.

Using AI at work

3 Leadership Shifts for the AI Era

The mental models that made leaders successful are now the ceiling preventing their organizations from seeing what AI makes possible.

A woman using AI

Real Forces Reshaping Wealth

The race in wealth management isn't who deploys AI fastest. It's who keeps the advisor in control while the technology scales.

Medical Device Lifecycle

Inside the AI-Driven Medical Device Lifecycle

The FDA is moving at Silicon Valley speed while consumer trust in AI health devices hits multi-year lows. MedTech's response can't be faster launches. It has to be better architecture.

Insights on AI & Digital

3 Game-Changing Insights on AI & Digital

Most organizations are still planning their AI strategy. The competitive advantage belongs to the ones who stopped planning and started learning.

MedTech Innovation

AI That Accelerates MedTech Innovation

AI is no longer a futuristic add‑on in MedTech. It is a practical accelerator across documentation, testing, and development, and the companies that operationalize it first will shape the next wave of regulatory‑safe innovation.

Content Compliance

Content Compliance Without the Chaos

Financial services firms treat content compliance as a cost center. The ones turning it into competitive advantage are rewriting the rules of go-to-market speed.

Glowing data waves and charts

Financial Services Is Changing Fast. Here’s How to Stay Ahead.

Simultaneous shocks are hitting financial services: rates and housing affordability, investor demographics, and AI operating model pressure. The firms that standardize on a single customer truth and governed AI will win the next cycle.

Trends Shaping MedTech Experience

5 Trends Shaping MedTech Experience

Most MedTech companies can build AI-enabled devices. Few have built the infrastructure to operationalize trust, compliance, and connectivity at scale.

Adobe & AI for Manufacturing Marketers

Adobe & AI for Manufacturing Marketers

Manufacturing buyers are moving faster, expecting more, and trusting less, and the brands that win will be the ones that use AI to deliver clarity, confidence, and value in every interaction.

Connected Products

Connected Products: What Users Want Next

The next era of connected products is less about hardware and more about intelligence, interoperability, and trust, and users are signaling exactly where manufacturers need to focus.

The Future of Shopping

The Future of Shopping Is Conversational

Ecommerce taught customers to navigate catalogs. Conversational Commerce teaches systems to understand intent. That shift changes who does the work.

Future of Finance

5 Insights on the Future of Finance

Finance is drifting from institutions to ecosystems, and the real disruption ahead is not technology but the shift in who owns the customer, the data, and the definition of money itself.

Building a Healthcare Analytics

Building a Healthcare Analytics ACoE

The bottleneck in healthcare AI isn't computational power or clinical data volume. It's the absence of an operating model that bridges both.

Payment Trends

6 Payment Trends Defining 2026

Payments infrastructure is accelerating faster than trust frameworks can scale. The gap determines who leads and who gets regulated into irrelevance.

Strategy

Strategy That Thrives in Uncertainty

The riskiest moment to reinvent your advantage is when your competition is struggling. The safest moment is when you're winning. Most executives have this backwards.

Healthcare Quality With Data & AI

Improve Healthcare Quality With Data & AI

The competitive advantage in clinical AI isn't model sophistication. It's whether your data governance can keep up with your ambition.

The new rules of Martech

The New Rules of MarTech

Marketing leaders are building technology stacks that change faster than their teams can learn them. The gap isn't closing. It's accelerating.

Digital Payment Strategies

3 Digital Payment Strategies Shaping the Future

The future of payments isn’t about adding more features. It’s about orchestrating experiences that feel invisible to consumers, compliant to regulators, and intelligent to businesses.

AI Creative Director

When AI Becomes Your Creative Director

Marketing spent decades earning a seat at the strategy table. Generative AI is making them the source of truth for the entire business. Most C-suites haven't caught up.

Modern Healthcare

Intelligent Automation for Modern Healthcare

Healthcare is automating tasks when it should be reimagining workflows. That's the difference between efficiency gains and operational transformation.

AI Budgets

AI Budgets Up. Readiness Still Lags.

AI budgets soared. Data quality didn't. Organizations are funding scale before they've fixed the foundation. That sequencing error compounds.

FinOps

Shift FinOps from Cost to Value

FinOps is maturing from asking "What did we spend?" to "What did we earn?" The organizations making that shift are redefining margin management.

Agents Transforming Design Workflows

How Agents are Transforming Design Workflows

As AI agents gain autonomy, the real transformation isn’t faster production but the move toward design systems that assemble, respond, and act in real time.

digital question mark

Why Your AI Strategy Needs Better Questions

Data science matured into an enterprise discipline. Question science didn't. That asymmetry is why most AI programs underdeliver.