Leading fintech engineering teams deploy AI across the full software development lifecycle: coding agents write and review code, AI tools generate and run automated tests, documentation is produced automatically from code and tickets, and agents monitor production observability logs to surface root-cause hypotheses. Business analysts and product managers use AI for discovery and requirements drafting. The consistent pattern is that AI handles execution at each stage while engineers own the decisions and production sign-off.