Subscription performance optimization is a practice of many small decisions and changes made over time. The details of what works are often buried in the design of visual templates — price expression, the number and order of offers — or nuanced rules of a specific campaign. Those details have been hard to analyze at scale, but LLMs have changed that. Michael Silberman, Piano EVP of Media Strategy, will present the latest data from Piano on what works in subscription optimization.