BEYOND CHATBOTS
Much of the public conversation around AI has focused on conversational assistants and large language models. While impressive, they represent only a small part of what is now becoming possible.
The more significant development for enterprise organisations is the emergence of agentic systems which, unlike a conventional AI assistant, does not simply answer questions. It is capable of pursuing an objective.
Presented with a business problem, an agent can retrieve information from multiple systems, reason across that information, invoke specialist tools and coordinate a series of actions before presenting a recommendation that might previously have required hours of manual investigation.
Imagine asking a single question: “What is the commercial impact if our LNG cargo arrives 48 hours late?”
Instead of receiving a generic response, an agentic platform could interrogate shipping systems, contractual obligations, storage capacity, downstream commitments, pricing exposure, weather forecasts and historical operational performance before presenting a consolidated assessment.
The technology is no longer limited to generating language.
Its value lies in orchestrating knowledge.
ITS VALUE LIES IN ORCHESTRATING KNOWLEDGE.
HUMAN EXPERTISE REMAINS THE COMPETITIVE ADVANTAGE
Despite increasingly dramatic headlines, commodities trading is unlikely to become an autonomous industry any time soon. Markets remain influenced by geopolitics, regulation, infrastructure failures, weather events and human behaviour. Commercial judgement cannot simply be delegated to an algorithm. Nor should it.
The best traders combine analytical capability with intuition developed over years of experience. They understand relationships that cannot always be modelled and recognise risks that may never appear within structured data.
AI should not be viewed as a replacement for that expertise. It should be viewed as an amplifier.
By reducing the administrative effort required to locate, validate and interpret information, intelligent agents can allow experienced professionals to focus on higher-value decisions where human judgement genuinely matters.
FROM FRAGMENTED INFORMATION TO COMMERCIAL INTELLIGENCE CONTRACTS EMAILS RISK SPREADSHEETS
ORCHESTRATION LAYER
MARKET DATA
COMMERCIAL DECISION
LOGISTICS IMPACT
SHIPPING SYSTEMS
OPERATIONAL REPORTS
EXPOSURE
PRICING CONSEQUENCES
14 | ADMISI - The Ghost In The Machine | Q3 Edition 2026
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