McKinsey puts cumulative global infrastructure investment needs at $106 trillion through 2040 — transport, power, digital, water, and the rest. Most of what we already run still operates on partial visibility, static assumptions, and judgment calls made in spreadsheets. In GCC and Southeast Asia — where load is rising fastest — that gap is no longer academic. We are building the intelligence layer that turns live telemetry into uptime, cost avoidance, and sovereign-grade reliability.
Illustrative wedges we are exploring with founders, corporates, and sovereign partners. Each card is a placeholder for a deeper case study — the kind of local constraint that, if cracked, exports as global venture infrastructure.
// Energy Intelligence
Curiosity: Peak cooling load and industrial draw swing faster than legacy SCADA assumptions. What does a digital twin look like when every substation reports intent, not just voltage?
Global venture angleA peninsula-scale grid OS becomes the reference deployment for utilities across GCC and hot-climate Asia.
// Data Center Intelligence
Curiosity: Sovereign capital is racing to add AI-ready capacity — yet cooling and workload placement are still negotiated in spreadsheets. Who owns the intelligence layer?
Global venture angleFractions of PUE at Gulf scale are worth hundreds of millions annually; the category leader exports to every hot-region data centre build-out.
// Maintenance & Performance
Curiosity: LNG, refining, and port infrastructure share one problem: corrosion and fatigue move faster in salt air than inspection cycles. Can drones and models close the loop?
Global venture angleIndustrial uptime software proven on Qatar’s coast line becomes the default layer for maintenance spend across GCC heavy industry.
Three clusters per POD, each with a point of view, the numbers that made us pay attention, and the operator profile we would want in the room on day one.
Grid optimization, virtual power plants and demand response — the operating system for grids that have to integrate intermittent generation without losing reliability.
The grid's failure mode is now a software problem — intermittent generation only breaks operators who lack a real-time intelligence layer.
Digital twins, thermal networks and neo-cloud orchestration. Hyperscale and colocation operators chasing tenths of a point of PUE worth millions in annual savings.
Hyperscalers will pay premium multiples for tenths of a point of PUE — the category is cooling and orchestration, not more metal.
Last updated · May 2026
Building efficiency, industrial uptime, retrofit feasibility. Predictive maintenance pulls 15–25% out of OPEX and extends asset life by 20–30%.
Maintenance CapEx is non-discretionary and under-ventured — the platform that owns inspection data owns the category.
Last updated · May 2026
Fragmented tools will consolidate into unified intelligence platforms
The spend is already there — trillions in documented funding gaps, and more than half of outlay in many markets on operations and maintenance. We are not selling a new budget line; we are making the existing one intelligent.
The category winner orchestrates sensors, prediction, and spend across assets. Point tools get acquired or displaced; the nervous system keeps the contract.
Strategic acquirers and sovereign operators pay premium multiples when software touches grids, cooling, or industrial uptime. The downside of failure is not a missed quarter — it is a blackout, a flood, or a data hall going dark.
$106T investment need to 2040, documented funding gaps, rising O&M share of spend.
2005-era tooling managing 2025 complexity.
AI, sensors and digital twins are production-grade.
Attracts operator-founders. Fits sovereign mandates.
15+ years domain experience
“I've spent 20 years watching systems fail. Now I build intelligence that prevents it.”
Fellows bring scar tissue. Corporates bring the live problem. Co-investors help us compound the thesis before it is obvious to everyone else.
We co-build the venture with you. Operator-founders only — telemetry access, scar tissue, conviction.
Apply as a Co-Build FellowPilot partnerships with utilities, hyperscalers, ports and industrial operators. Bring us a real failure mode; we bring the intelligence layer.
Bring us a problemEach cycle here sharpens the thesis. Co-invest alongside The Studio before the next round becomes externally visible.
Co-invest with usScale is not the question — $106 trillion in investment need through 2040, trillions in documented funding gaps, and a rising share of spend on keeping assets alive. The question is whether the layer that makes those assets intelligent arrives before the next cascade of failures.
A single company from this POD can improve reliability for millions, unlock hundreds of millions in avoided cost, or enable billions in new economic activity. That is why we treat every pilot as thesis-sharpening, not a one-off services engagement.
We are building the platform moment this category has been waiting for.
