I wasn't interested in test lab cost savings I was interested in maintaining an exceptional level of product quality. To do that, I needed a lab that could scale, execute at high speeds, and amortize expensive equipment as effectively as possible. We'll always have more engineers generating code than equipment to test it it's the nature of the business.