During the 1924 and 1925 seasons, Blaik worked as a part-time assistant coach for Miami University. For a few months in 1926, he accepted a coaching position on the staff of University of Wisconsin–Madison head football coach George Little. In 1927, Blaik became a part-time coach at the United States Military Academy until 1930 when he was accepted on the staff as a full-time assistant coach. In 1934, Blaik was hired as head football coach at Dartmouth College. At Dartmouth he coached for seven seasons and compiled a record of 45–16–4, his Dartmouth teams had a 22-game unbeaten streak from 1934 to 1937. He coached one Hall of Fame player at Dartmouth, Bob MacLeod. In 1941, Blaik was tapped to be head football coach for the United States Military Academy. Army had suffered two consecutive losing seasons in 1939 and 1940, a first since 1906, and dropped its requirements for its coach to be a serving graduate and that all players meet restrictive height-to-weight limitations. The latter was a condition Blaik made as a requirement for him to accept the position, believing Army to be severely handicapped in the size of its linemen. The United States Naval Academy did not have the same restrictions and the Army surgeon general was persuaded to drop the requirement for football players. At West Point, Blaik coached for 18 seasons compiling a 121–32–10 record. Blaik's Army teams had a 32-game unbeaten streak from 1944 to 1947, won consecutive national titles in 1944 and 1945, and finished second in the nation in 1946 with their record blemished only by a scoreless tie with rival Notre Dame at Yankee Stadium. In 1946, Blaik was selected as the AFCA Coach of the Year. In 1948, he became one of the first college coaches to implement a two-platoon system, using players strictly for offense or defense. Blaik was also one of the first coaches to analyze the game play-by-play, charting a team’s tendencies on every down with the use of game film. During his tenure at West Point, Blaik coached three Heisman trophy winners, Doc Blanchard in 1945, Glenn Davis in 1946 and Pete Dawkins in 1958, as well as a total of 11 Hall of Fame players. Twenty of his former assistant coaches became head coaches in their own right: Paul Amen, George Blackburn, Chief Boston, Eddie Crowder, Paul Dietzel, Bobby Dobbs, Sid Gillman, Jack Green, Andy Gustafson, Dale Hall, Tom Harp, Herman Hickman, Stu Holcomb, Frank Lauterbur, Vince Lombardi, John Sauer, Richard Voris, Murray Warmath, Bob Woodruff, and Bill Yeoman. Legendary fighter pilot Colonel Robin Olds also served as an assistant coach to Blaik. Dietzel, while at LSU, and Murray Warmath, while at Minnesota, won national championships as head coaches. Gillman, while head coach of the San Diego Chargers won an AFL championship. Lombardi, as head coach of the Green Bay Packers, won five NFL titles and the first two Super Bowls. During Blaik's tenure, the Army team adopted the nicknames "Black Knights" and "Black Knights of the Hudson", which has now come to refer to all intercollegiate athletic teams at West Point. Among his West Point players, Blaik was known for being a stern and disciplined coach. They nicknamed him "The Colonel."
In 2005, ESPN produced a television film called Code Breakers about the honor code scandal that plagued Blaik's 1951 team. In the film, Blaik is portrayed by actor Scott Glenn.