How AI is quietly reshaping the SaaS playbook
The first wave of AI in SaaS was bolt-on: a chatbot in the corner and a press release. The second wave is structural — AI rewriting onboarding, deflecting support, and changing what an admin user actually does day to day.
We help product teams move from ‘we should add AI’ to ‘here is the specific journey AI shortens, and here is how we will measure it’.
Three places AI quietly pays for itself
- Reducing time-to-first-value during trial.
- Triaging support and turning logs into actions.
- Compressing internal admin work that nobody wanted to do anyway.
The teams winning here are not the ones with the loudest AI marketing. They are the ones who instrumented their funnel before the model went live.