We present the design and implementation of APL Intrinsic Functions for a Finite State Machine (also known as a Finite State Automaton) which recognizes regular languages, and a Parser which recognizes a subset of context free languages, including SLR(1), LALR(1), and LR(1). These are currently being used on a commercial APL mainframe system as part of a large real-time financial trading system, where they are part of a compiler which translates dealer specification statements into APL functions. Use of these Intrinsic Functions more than doubled the performance of the compiler. In addition to making a significant performance improvement for a large production system, we show these functions to have value in effectively solving This paper originally appeared in the APL92 Conference Proceedings. [BO92] many common programming problems, especially those which are inherently or apparently iterative.