
Building an AI Roadmap Against a Moving Frontier
Half of an AI roadmap is a bet that the frontier will not absorb the feature before it ships. The other half is what survives when it does.
South America · Southern Cone · ARG
World-class resource endowments in lithium, shale and agriculture, paired with a macro history that makes capital structure and FX design the first order of business.
Argentina rewards investors who solve for macro volatility before they solve for market share. The resource case — Vaca Muerta shale, lithium in the northwest, agri-exports — is genuinely world class. The discipline required is around currency access, repatriation planning and contract indexation, not around demand.
The material risks are macroeconomic: inflation pass-through, FX access and repatriation, export duty changes and provincial fiscal pressure. Legal and operational risk is comparatively moderate. We model these against project cash flows in a commissioned assessment.
We publish dimension-level ratings only where our analysts have completed an assessment. Unrated dimensions are issued as part of a commissioned country assessment.
Vaca Muerta energy
Shale oil and gas development plus associated midstream and export infrastructure.
Lithium and copper
Upstream positions in the lithium triangle and reactivating copper projects in the Andes.
Knowledge services export
High-quality software and engineering delivery at competitive dollar cost.

Half of an AI roadmap is a bet that the frontier will not absorb the feature before it ships. The other half is what survives when it does.

Every AI customer carries a quality obligation that classical software never had. Delivery cost is where AI margin quietly disappears.

The AI growth ceiling is a design problem disguised as a demand problem. Hiring more sellers usually reaches a slower version of the same wall.
Last updated 2026-07-27. Compiled from official and institutional sources, including: