CVA Forum

What we are learning

Notes, research, and observations from inside the work.

CVA Research Program

The Scaling Gap

Our ongoing primary research on how mid-market companies move AI from experiment to scale. Wave 1 surveyed 200 senior brand marketers at companies $5M to $249M in revenue. Adoption is solved. The operating system around the AI is what breaks.

Wave 1 live · Wave 2 ahead

82%running AI in production
63%already breaking at today’s volume