From AI pilots to enterprise performance
What separates companies that scale AI from those that accumulate experiments�and how operating models, economics and governance determine whether adoption creates measurable value.
Read articleRelated macro
Advanced manufacturing and industrial systems
Turn advances in AI, automation and industrial technology into stronger productivity, resilient production and sustainable manufacturing advantage.
Discover the macroEditorial overview
Articles
Building an early-warning system for global volatility
How companies can connect macroeconomic, geopolitical and market signals to identify emerging shocks before they reshape enterprise decisions.
Read articleFocus
Agriculture is entering another cycle where weather and technology collide
Climate volatility, fertilizer exposure and new agritech tools are changing how producers manage yield, input economics and uncertainty.
Food economics remain unusually exposed to weather, energy and logistics shocks
Commodity supply may look broadly adequate while individual categories face sharp volatility from climate, fertilizer and transport disruption.
Strategic challenges
Can power systems expand fast enough for the age of electricity?
The challenge is coordinating generation, networks, storage and flexible demand while connection queues already exceed available grid capacity.
Which chemical assets still deserve capital in a structurally oversupplied market?
The challenge is deciding where to defend scale, exit disadvantaged capacity or shift toward specialties with stronger economics.
POV
Private markets cannot treat liquidity as somebody else's problem forever
As hold periods extend, the ability to manufacture credible exits becomes as important as the ability to originate deals.
Commodity volatility is no longer enough to understand commodity risk
The harder question is whether geopolitics is temporarily repricing supply or permanently rewriting how resources reach markets.
Strategic impact
AI and new modalities are widening the range of viable R&D strategies
Scientific productivity may improve where data, platform technologies and external ecosystems change how targets and assets are developed.
AI is moving deeper into underwriting and claims decision workflows
Better data and automation can change operating economics, but only where legacy systems and risk governance can support scaled deployment.
What we observe
Chemical companies often wait for the cycle to fix problems that are structural
Capacity additions, regional cost disadvantages and commoditization can make historical margins impossible to recover through demand alone.
Governments often digitize agencies without integrating the citizen journey
Better portals still leave users navigating institutional boundaries when data, identity and service ownership remain fragmented.