AI agents and prompt engineering in oil and gas: how professions change in the country's main industry

A Kazakhstani outlet described how professions are changing in the shared-service centers of oil and gas companies — the units where accounting, HR and procurement have been consolidated. AI agents are appearing there to take over routine operations, and with them new roles: prompt engineering specialists, algorithm curators, controllers of machine work quality.

The locus of change is itself remarkable: not a startup or an IT firm but the service units of the extractive sector — places usually considered bastions of conservatism. The logic is simple: shared-service centers concentrate the most massive and regulated operations — document processing, ledger entries, standard HR procedures — and precisely these yield best to agents. The accountant doesn't disappear: they become the operator of a system that does the routine, reviewing the cases where the algorithm is unsure. Each function gets its own agent with its own zone — the scheme we at 1Cifer consider the right default, where every role has its own assistant rather than one "common AI" for all.

For leaders in Kazakhstan's other industries this is a timestamp: the rebuilding of professions has reached the most regulated areas. The practical step is not to wait until employees grow fearful but to show them the new role in advance: who in your accounting and back office becomes an agent curator, what they need to learn, and what they gain from it.