A reasoning model is a language model trained to «think before answering»: it spends extra computation producing internal chains of thought, exploring options and checking its own work before giving a final response. This makes it markedly better at math, coding, planning, and multi-step business logic, at the cost of higher latency and price. A consulting firm in Tunis might use a reasoning model to analyze a complex tender document.