Resources / Blog

Data & AI
Stories

Real-world insights from industry experts – to help you prove the value of your data and AI investments.

No Use Case, No Value. Now You're Getting the Invoice.
Featured
Data & AI Impact Management

No Use Case, No Value. Now You're Getting the Invoice.

Bad use case management used to cost you time and credibility. In the AI era, it costs you those things plus a bill you have to explain to the CFO. Nadiem von Heydebrand explains that how you define the use case, long before the bill arrives, decides whether that spend comes back as value.

Nadiem von Heydebrand
June 24, 2026
Read article →
Filter by topic
All posts
Mindfuel's platform
Data Product Management
Data Leadership
Data & AI Strategy
Data & AI Impact Management
Business Value of Data & AI
Executive Alignment & Reporting
All articles
Latest articles
The Trillion Dollar Question: Why Can’t 56% of CEOs Still Not Prove AI's Value?
Business Value of Data & AI

The Trillion Dollar Question: Why Can’t 56% of CEOs Still Not Prove AI's Value?

Gartner projects that worldwide AI spending will total $2.5 trillion in 2026. However, PwC's survey shows that 56% of CEOs report seeing neither revenue gains nor cost reductions from their AI initiatives. So why is that? In this blog, Andreas Mazat explains which organizations will actually get value from AI instead of just talking about its potential.

Dr. Andreas Mazat
March 10, 2026
→
Beyond The Value Layer: What Comes Next in Data & AI Strategic Maturity
Data & AI Impact Management

Beyond The Value Layer: What Comes Next in Data & AI Strategic Maturity

The value layer creates a shared line of sight between what the business needs, what the data team is building, and how success will be measured. In this blog, Megan Berry, guest writer from EM360Tech, explains that this is the doorway into data and AI strategic maturity.

Megan Leanda Berry
February 23, 2026
→
Why Your Data and AI Projects Aren’t Delivering ROI
Data & AI Impact Management

Why Your Data and AI Projects Aren’t Delivering ROI

Everyone agrees that value from data and AI is at the top of the agenda, but when it comes to connecting the dots between data efforts and measurable business outcomes, most organizations struggle. In this blog, Nadiem von Heydebrand explains that the missing piece is the value layer.

Nadiem von Heydebrand
February 13, 2026
→
Building the AI-Native Enterprise
Data & AI Strategy

Building the AI-Native Enterprise

Every few decades, a technology comes along that doesn’t just change how companies work, it actually changes what a company is. Max Könnings's latest blog covers what it really means to build an AI-native enterprise, the layers that define it, and what leaders can do to start the shift.

Max Könnings
December 3, 2025
→
From Data to Real Value: Why Context Makes All the Difference
Business Value of Data & AI

From Data to Real Value: Why Context Makes All the Difference

Data in itself does not yield anything. Netherlands-based training institute, Outvie, interviewed our CEO & Co-Founder, Nadiem von Heydebrand, and our partner from Systemation, Kees Gelderblom. They both shared their perspectives on “it’s all about what you do with it and in what context you do it”.

Outvie
November 17, 2025
→
The Holy Grail of Value-First AI: Measuring Success
Business Value of Data & AI

The Holy Grail of Value-First AI: Measuring Success

After the initial excitement about what’s possible with AI, the same question about it's success always emerges. Marius Försch explains that when you've done the hard work of defining value up front and ensuring the business shares ownership of outcomes, the measurement question becomes easier to answer.

Marius Försch
November 11, 2025
→
Skin in the Game, Dear Business: Why AI Value Demands Shared Ownership
Business Value of Data & AI

Skin in the Game, Dear Business: Why AI Value Demands Shared Ownership

No skin, no game. AI value requires more than technical brilliance. It requires organizational transformation. In this second blog of the Value-First AI series, Marius Försch explains that transformation from AI only succeeds when the business puts its weight behind it.

Marius Försch
October 13, 2025
→
Your Data and AI Use Cases Need Better Management
Data & AI Impact Management

Your Data and AI Use Cases Need Better Management

Most data and AI leaders don't struggle with a lack of ideas. They struggle with too many. But instead of accelerating impact, this abundance creates fragmentation. In this blog, Henar Alonso Ruiz explores why use case management is the quiet foundation that separates reactive data and AI teams from strategic ones.

Henar Alonso Ruiz
October 8, 2025
→
AI Without a Value Hypothesis is Just an Experiment
Business Value of Data & AI

AI Without a Value Hypothesis is Just an Experiment

AI has moved beyond experiments. It’s now an operational driver of business impact. In this blog, Marius Försch introduces the Value-First AI Framework and argues that every AI use case must begin with a clear value hypothesis, a shared understanding of how the use case will generate measurable business outcomes.

Marius Försch
September 30, 2025
→
Designing AI Agents for Data-Driven Decision Making

Designing AI Agents for Data-Driven Decision Making

The gap between “data” and “impact” has been around for years. Dashboards multiply, reports pile up but decision-making often happens without the data in the room. In his latest blog, Max Könnings, CPO at Mindfuel, shares why AI decision-making tools matter now and how Mindfuel’s Value Agent helps teams define, track, and realize measurable value.

Max Könnings
August 12, 2025
→
Beyond Architecture: How Mindfuel Powers AI Execution Where EAMs Don’t
Mindfuel's platform

Beyond Architecture: How Mindfuel Powers AI Execution Where EAMs Don’t

Enterprise Architecture Management (EAM) tools weren't built for the dynamic, iterative nature of data and AI initiatives. In this blog, Jonathan Orschiedt explores why data teams need a purpose-built solution like Mindfuel to drive real business impact.

Jonathan Orschiedt
July 28, 2025
→
Value First, AI Second: A 3-Step Guide to Help Data Leaders Demonstrate AI Business Value
Business Value of Data & AI

Value First, AI Second: A 3-Step Guide to Help Data Leaders Demonstrate AI Business Value

For many teams, AI-first has meant investing in tools, building models, and launching pilots. But there’s always that critical question: Where’s the value? In this blog, Dr. Andreas Mazat shares a practical 3-step framework for data leaders to make the AI business value visible.

Dr. Andreas Mazat
July 16, 2025
→
Beyond Roadmaps: Why Mindfuel is Built to Steer Data Portfolios
Mindfuel's platform

Beyond Roadmaps: Why Mindfuel is Built to Steer Data Portfolios

Roadmaps are great, but when it comes to data and AI initiatives, roadmaps alone don’t cut it. In his latest blog, Jonathan Orschiedt explains why traditional prioritization tools fall short for data and AI teams – and how Mindfuel helps you move beyond planning into strategic portfolio management.

Jonathan Orschiedt
July 9, 2025
→
The Hidden Skill Every Data Team Needs: Effective Stakeholder Communication
Executive Alignment & Reporting

The Hidden Skill Every Data Team Needs: Effective Stakeholder Communication

Ultimately, the impact and recognition of your work depends not only on the quality of your models or platforms, but on how well you align with the people they’re meant to help. Jonathan Orschiedt explains why communication is the hidden superpower of data teams.

Jonathan Orschiedt
June 11, 2025
→
Why McKinsey's Vision for Data Products is Already a Reality in Mindfuel

Why McKinsey's Vision for Data Products is Already a Reality in Mindfuel

Did we have a data breach? Nope – we just have the same perspectives as McKinsey. Our CPO, Max Könnings, breaks down how McKinsey’s recommendations are already a reality in Mindfuel.

Max Könnings
May 28, 2025
→
Rethinking AI Strategy: The Cost Minimization Lens For AI Leaders
Data & AI Strategy

Rethinking AI Strategy: The Cost Minimization Lens For AI Leaders

AI teams are under pressure – to innovate, to scale, to show value. But here’s the catch: most are still seen as cost centers, not value engines. In his latest blog, Marius Försch flips the script: What if the smartest AI strategy isn’t about chasing more value – but about minimizing costs?

Marius Försch
May 20, 2025
→
Steering, Not Just Sprinting: Mindfuel as the Strategic Layer on Top of Jira & Friends
Mindfuel's platform

Steering, Not Just Sprinting: Mindfuel as the Strategic Layer on Top of Jira & Friends

Sprinting is important. But steering? That’s what separates busy teams from impactful ones. In his latest blog, Jonathan Orschiedt shares why task management tools like Jira are great for execution but not enough when it comes to steering high-impact data and AI portfolios.

Jonathan Orschiedt
May 12, 2025
→
Enterprise AI: When the Stardust Settles, Data Wins
Data & AI Strategy

Enterprise AI: When the Stardust Settles, Data Wins

GenAI is here to stay and, soon, the focus will shift from flashy prototypes to real impact. In this blog, Marius Försch explains that when that happens, enterprises with real, well-governed, accessible data will be the ones who win.

Marius Försch
May 6, 2025
→
Mind the Gap: Aligning AI Investments with Strategic Goals
Data & AI Impact Management

Mind the Gap: Aligning AI Investments with Strategic Goals

Are your AI initiatives solving the right problems? Too many organizations invest heavily in AI without a clear link to business strategy. In the blog, Nadiem von Heydebrand explores why AI initiatives often fail to deliver real impact, and what organizations can do to fix it.

Nadiem von Heydebrand
April 9, 2025
→
The Harvest After the Hype: AI’s Reality Check and What Comes Next
Data & AI Impact Management

The Harvest After the Hype: AI’s Reality Check and What Comes Next

The AI hype is over. But the real value? That’s just getting started. In this blog, Nadiem von Heydebrand unpacks what comes after the hype and how companies can transition from experimentation to execution.

Nadiem von Heydebrand
March 25, 2025
→
Embracing the Complexity of Enterprise AI
Data & AI Strategy

Embracing the Complexity of Enterprise AI

When done right, enterprise AI isn’t just about efficiency, it can truly reshape entire businesses. Marius Försch breaks down the challenges and offers a structured approach to getting AI initiatives across the finish line.

Marius Försch
March 13, 2025
→
Can You Explain the Value of Your Data Team in 60 Seconds?
Business Value of Data & AI

Can You Explain the Value of Your Data Team in 60 Seconds?

Can your data team explain its value in 60 seconds? Can you deliver a clear, impactful answer that connects to business outcomes? Jonathan Orschiedt explores why this is a challenge and how to overcome it.

Jonathan Orschiedt
January 21, 2025
→
Less is More: Avoiding the Data Product Death Trap
Data & AI Strategy

Less is More: Avoiding the Data Product Death Trap

Don't fall into the data product death trap. In this blog, Max Könnings explores why focusing on fewer, better-quality data products helps you to reclaim your capacity, rebuild stakeholder trust, and create a culture where you’re prioritizing impact.

Max Könnings
December 10, 2024
→
The Evolving Role of a CDO in a Data-Driven World
Data & AI Strategy

The Evolving Role of a CDO in a Data-Driven World

The role of a Chief Data Officer (CDO) is as challenging as it is rewarding, offering endless opportunities to impact organizations meaningfully. Eloy Sasot dives into his experiences and insights as a CDO.

Eloy Sasot
June 10, 2024
→
Why the World Needs Datapreneurs
Data & AI Strategy

Why the World Needs Datapreneurs

The Datapreneur envisions a product's greater purpose, always mindful of user preferences, creating business-critical success accordingly whilst understanding and tackling the challenges of the data world in practice.

Nadiem von Heydebrand
March 14, 2024
→
No articles in this category yet.