
Episode #20
S7 | Ep 20 | Your Data & AI Investment Portfolio: How to Decide What Gets Funded with Nick Zervoudis, Founder at Value from Data & AI
In Episode 20 of Season 7 of Driven by Data: The Podcast, Kyle Winterbottom is joined by Nick Zervoudis, Founder at Value from Data & AI, where they discuss why so many data and AI teams struggle to demonstrate measurable business value — and why the real failure almost always happens upstream, long before anyone tries to articulate it. Nick makes the case that "we can't prove our value" is usually a symptom, not the disease: teams solve the wrong problem, skip the value case, or hand off value realisation to no one. Along the way they get into his five-point diagnostic framework, how to build a credible back-of-the-envelope ROI estimate before a line of code is written, how to prioritise a portfolio of opportunities, and where AI productivity savings are real versus imaginary. They also discuss: Why the inability to demonstrate value is usually an upstream failure, not a communication problem. What Nick's five-point framework reveals: wrong problem, wrong solution, poor execution, no measurement, weak communication. Why data teams keep solving the wrong problem by starting from technology instead of the problem itself. How to separate the "problem space" from the "solution space" before reaching for a tool. Why 70–80% of data teams operate as order takers rather than true collaborators. Why being ROI-positive is only the entry ticket, not a reason to do a project. What criteria actually decide prioritisation: return, payback speed, implementation readiness, and strategic relevance. Why nothing a data team builds has inherent value without an owner on the business side to realise it. How to build a credible back-of-the-envelope value case before anything gets built. Why estimating value is far easier to learn than the technical craft most data people already have. How to get stakeholders to correct a rough estimate rather than hand them a blank sheet. Why "how will we measure success?" is the most useful question you can ask when scoping work. What the bystander effect has to do with data teams quietly failing to create value. How framing work around outcomes turns engineers from code-writers into problem-solvers. Why hours saved rarely become money on the balance sheet. What the five-to-six buckets of productivity value are, and why you must never double-count them. Why some AI investment should deliberately have no business case at all. How Monday.com turned a five-week experimentation window into a $100M ARR product. Why blanket self-serve analytics or company-wide AI licences often set you up for failure. What first steps a CDO should take to re-prioritise a roadmap around measurable value. Thanks to our sponsor, Data & AI Literacy Academy. Data & AI Literacy Academy is leading the way in transforming enterprise workforces with data literacy across the organisation, through a combination of change management and education. In today's data-centric world, being data literate is no longer a luxury, it's a necessity. If you want successful data product adoption, and to keep driving innovation within your business, you need to start with data & AI literacy first. At Data & AI Literacy Academy, they don't just teach data skills. They empower individuals and teams to think critically, analyse effectively, and make decisions confidently based on data. They're bridging the gap between business and data teams, so they can all work towards aligned outcomes. From those taking their first steps in data & AI literacy to seasoned experts looking to fine-tune their skills, our data experts provide tailored classes for every stage. But it's not just learning tracks that they offer. They embed a deep data culture shift through a transformative change management programme. They take a people-first approach, working closely with your executive team to win the hearts and minds. We know this will drive the company-wide impact that data teams want to achieve. Get in touch and find out how you can unlock the full potential of data in your organisation. Learn more at www.dl-academy.com /driven



