The data advantage

Over the last decade, companies have increasingly discovered that the most valuable assets they possess aren’t necessarily their products, their brands or even their intellectual property. It’s their data. Data about customers, markets, operations and competitors has become the raw material from which modern companies derive insights, predictions and, ultimately, competitive advantage. However, collecting and … Read more

Compliance as a competitive weapon

For decades, regulatory compliance has been treated as a necessary burden. It sits adjacent to engineering rather than inside it. Teams build products and, at some later point, documentation is assembled, controls are reviewed and auditors are invited in to determine whether the organization meets the relevant standards. Compliance becomes an event, a checkpoint on … Read more

Democratizing expertise: when technology removes the gatekeepers

One of the most powerful effects of technology isn’t that it makes things faster or cheaper; it’s that it fundamentally changes who gets access. For decades, access to expertise has been constrained by geography, cost and availability of professionals. If you needed medical advice, psychological support or even something as seemingly simple as a vision … Read more

Automating regulatory compliance with AI

For decades, regulatory compliance has been treated as a necessary tax on doing business. It’s something organizations endure rather than leverage: teams manually interpret regulations, create controls, document evidence and prepare for audits. The audits often happen months after the actual work was conducted. The result is high cost, slow feedback and a compliance function … Read more

User feedback as code: virtual users in AI-driven value loops

One of the defining shifts in modern software development has been the gradual automation of feedback. We no longer wait for quarterly reviews to understand performance; we instrument systems, collect telemetry, run experiments and close loops continuously. Yet, one feedback loop has remained stubbornly manual: user feedback. From a Radical and continuous value delivery perspective, … Read more

Data as infrastructure

We’ve explored how modern software-intensive companies must move beyond projects and Agile rituals toward continuous value delivery, superset platforms, data- and AI-driven learning loops and autonomous cross-functional teams. These aren’t isolated concepts, but they form a coherent operating model that I’ve coined Radical. But beneath all of them lies a deeper, more fundamental layer: data … Read more

Cross-functional teams: from autonomy to accountability

For many years, organizations have talked about cross-functional teams as a desirable end state. The idea is appealing: Bring together people with different skills, remove handovers and let teams move faster. In practice, companies struggle with creating effective cross-functional teams. The teams may be created and have the right form but fail to embrace the … Read more

Becoming an AI-first software-intensive company

Over the past decades, software-intensive systems companies have gone through several major paradigm shifts. We moved from hardware-centric products to software-defined systems, from waterfall to Agile, from projects to products and now superset platforms, and from episodic releases to continuous deployment. When each of these shifts became relevant, it was initially resisted and, intentionally or … Read more

Toward superset platforms

One useful way to understand how companies develop and evolve their offerings is to look at what they fundamentally organize around. In my experience, most organizations fall into one of three broad categories: project-centric, product-centric or platform-centric. Project-centric companies organize everything as a project. Whether they’re developing a product, adapting it for a specific customer … Read more