The sequential Prolog machine PEK currently under development is described. PEK is an experimental machine designed for high speed execution of Prolog programs. The PEK machine is controlled by horizontal-type microinstructions. The machine includes bit slice microprocessor elements comprising a microprogram sequencer and ALU, and possesses hardware circuits for unification and backtracking. The PEK machine consists of a host processor (MC68000) and a backend processor (PEK engine). A Prolog interpreter has been developed on the machine and the machine performance evaluated. A single inference can be executed in 89 microinstructions, and execution speed is approximately 60–70 KLIPS.