Content & Articles
Learn about unit economics, business metrics, and financial modeling
Measuring What Matters in iGaming Personalization
Measuring What Matters in iGaming Personalization: Incrementality, LTV, Promo Efficiency, and Analytics FrameworksiGaming is a perfect environment for recommend...
From scene to system: how Europe’s music-tech ecosystem is maturing
From scene to system: how Europe’s music-tech ecosystem is maturing — with Music Tech Hub Portugal as one of the signalsMusic technology is entering a more grow...
AI Personalization in iGaming Through a MusicTech Lens: Building Real-Time Experience Orchestration
AI Personalization in iGaming Through a MusicTech Lens: Building Real-Time Experience OrchestrationAI personalization in iGaming is rapidly converging with the...
AI Strategy Without the Hype: A Systems Negotiation Guide
AI Strategy Without the Hype: A Systems Negotiation GuideAI strategy is often written like a technology plan: choose tools, build models, deploy features. In pr...
Business Strategy Playbook: Lean, AI, Unit Economics
Business Strategy That Scales: Lean Proofs, AI Leverage, Unit EconomicsBusiness strategy is shifting from “a plan you follow” to “a system you operate.” The pra...
Product Management Simulators for MusicTech Teams
Product Management Simulators for MusicTech: how they’re transformingProduct Management Simulators are becoming one of the most practical ways to train product...
Product Manager Assessments in MusicTech: What’s Changing
Product Manager Assessments in MusicTech and How They’re TransformingProduct Manager assessments are shifting from “can you talk product?” to “can you run the p...
A/B Testing in the AI Era for Lean Startups
A/B Testing in the AI Era for Lean StartupsA/B testing in the AI era is no longer a simple contest between two screens. It’s a navigation problem: you’re steeri...
Unit Economics in the AI Era
What is “Unit Economics” (Quick Refresher) Unit economics describes the revenue and costs of a business measured on a per-unit basis — typically per customer, p...
AI Metrics Unit Economics Playbook for Scalable Products
AI Metrics Unit Economics Playbook for Scalable ProductsAI metrics and unit economics together define whether an AI product can scale profitably. Strong models...
Scaling AI Product Teams in Enterprise Portfolios
Scaling AI Product Teams Across Enterprise PortfoliosEnterprises moving from isolated AI experiments to portfolio-level AI products face a new class of organiza...
Startup Marketing Unit Economics: CAC, Payback & Growth
Startup-Focused Marketing Unit EconomicsStartup growth is at its strongest when unit economics are sound, repeatable, and grounded in real user value. Early tea...
AI Startup Unit Economics: CAC, LTV & Compute Costs
AI Startup Unit Economics FrameworkAI startups face a unique economic challenge: they scale through a combination of software leverage, expensive inference pipe...
AI & SaaS Unit Economics: Redefining Margins and Pricing
What is “Unit Economics” (Quick Refresher) Unit economics describes the revenue and costs of a business measured on a per-unit basis — typically per customer, p...
Growth Hacking in Unit Economics: How to Scale Profitably
Growth hacking and unit economics are two of the most powerful levers for sustainable business growth. Together, they determine not just how fast you can scale...