By Keshavan Thiagaraja
A maturity model is interesting as a diagram and valuable as a sequence. Its real job is to tell you the order in which to spend money. Most AI budgets fail not because the ideas are bad but because the spending is out of order, funding the roof before the foundation. This variation reads the model as a sequencing tool for capital and attention. The Systemic View Each stage of maturity unlocks the next, which means investment has a natural order, and skipping the order wastes the money. Investing in integration before experimentation has shown value means automating things that were never worth doing. Prove value locally first, then integrate. Investing in autonomous agents before a platform exists means rebuilding orchestration, retrieval, identity, and observability for every use case. Build the shared platform first, then let agents stand on it. The platform stage is the highest-leverage investment most organizations are underfunding, because it is the layer every later use case reuses. Investing in scale before governance exists means accelerating toward the exact failure mode that cancels projects. Governance is not a brake you add at the end. It is the rail that lets you go faster safely, and it must mature alongside autonomy, not behind it. Investing in the cognitive enterprise vision while stage two gaps remain means selling a future the foundation cannot support. The narrative outruns the capability, and the gap eventually shows. The discipline is simple to state and hard to follow. Fund the lowest unmet stage first, even when a later stage is more exciting to announce. A Comparison Framework Compare two investment patterns. The headline-led pattern funds whatever is most impressive to talk about, which tends to mean advanced capabilities on thin foundations. It produces strong announcements and weak systems, because the spend skipped the load-bearing layers. The foundation-led pattern funds the lowest unmet stage first, accepting quieter quarters to build platform and governance that everything later reuses. It produces modest announcements and strong systems, because the money went where the leverage was. The first pattern optimizes for attention. The second optimizes for compounding return. The Business Angle Sequencing is the whole game. The same budget produces a durable advantage or a pile of stalled pilots depending only on the order in which it is spent. The organizations that win are not spending more. They are spending in the right order, foundation before frontier, platform before autonomy, governance before scale. A maturity model, used honestly, is the cheapest planning tool available, because it tells you which dollar to spend next. If you reordered your AI budget to fund the lowest unmet maturity stage first, what would you have to delay, and would that delay actually cost you anything real? Think mathematically. Engineer intelligently. Lead strategically. Build responsibly. Scale globally. Create real business value through artificial intelligence.
Originally published on LinkedIn by Keshavan Thiagaraja. Read the original on LinkedIn.
