This thesis explains the construction of acceptance sampling plans and procedures. The changes to the Operational Readiness Inspection for effective application of acceptance sampling are defined and the automatic computation of acceptance plans through a computer spreadsheet application is accomplished. A validation is provided with the results from applying these techniques to an actual Operational Readiness Inspection at Cannon AFB, NM. Acceptance sampling has proven itself in the world of industry in international and military standards. This proven practice, simple in concept, can produce more credible and convincing results in many inspected areas selected for sampling.