Data as a reusable enterprise product
How stronger data foundations, governance and product thinking can turn fragmented information into a scalable source of decision advantage.
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Materials, metals and mining
Create value from increasingly strategic resources as mineral demand, supply concentration and capital discipline reshape global mining economics.
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Articles
Competitive intelligence in an era of faster strategic moves
How companies can build earlier visibility on competitors, market shifts and emerging threats before those signals become consensus.
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Power availability is becoming the real constraint on the AI infrastructure boom
Data-center demand is accelerating while grid congestion, connection queues and construction economics limit where capacity can actually be built.
Life sciences growth is colliding with a more fragmented global operating environment
Pricing pressure, regulatory divergence and geopolitical risk are rising just as AI and new therapeutic platforms expand scientific possibility.
Strategic challenges
When does autonomous mobility become cheaper than human-operated transport?
The challenge is moving from technical capability to fleet economics that remain viable after vehicles, supervision, maintenance and infrastructure are counted.
What happens to SaaS when AI reduces the number of humans using software?
The challenge is redesigning pricing and product architecture when autonomous agents increasingly perform tasks instead of individual users.
POV
The billable hour is becoming harder to defend when the hour disappears
Professional services will need to price judgment and outcomes rather than preserve economics built around human effort that AI removes.
The next real-estate cycle will reward operators as much as asset owners
When financial engineering contributes less to returns, property performance has to be created inside the asset itself.
Strategic impact
AI is creating new roles for telecom networks beyond basic connectivity
Automated operations, edge services and sovereign infrastructure can expand the relevance of network assets when capabilities are genuinely differentiated.
Tokenized finance is widening the design space for payments and settlement
Programmable infrastructure may reduce friction while creating new choices around money, settlement assets and institutional roles.
What we observe
Platforms often assume existing network effects will protect them from new interfaces
AI-driven discovery can weaken direct user relationships even when underlying marketplace liquidity remains strong.
Food companies often manage commodity risk one input at a time
Weather, fertilizer, energy and logistics shocks can interact across categories, creating exposure that individual procurement models miss.