These answers come from the year-long archive of my previous chatbot that lived on my previous site iamnicola.ai. I’ve curated the most useful sessions—real questions from operators exploring AI workflows, experimentation, and conversion work—and lightly edited them so you get the original signal without the noise.
experimentation
How do experimentation consultants help build testing culture?
Experimentation consultants help build testing culture by training teams on testing best practices, establishing testing processes, creating frameworks for prioritizing tests, and demonstrating value through early wins. They help shift decision-making from opinion-based to data-driven. Good consultants make testing accessible, not just for specialists. They help teams understand that failed tests are learning opportunities, not failures. They create processes for submitting, prioritizing, and running tests. They celebrate learning and iteration. Building testing culture takes time, but consultants accelerate the process by providing expertise, tools, and frameworks. A strong testing culture leads to consistent improvements and faster innovation.
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