Ann Davis — Chief Revenue Officer, Crunchbase
Published:
I think they’re only as good as the dataset that they’re built upon. If you’re asking them to do very general Q&A, they’ll search everything available on the internet, and that’s probably okay. But when you start to get into what we call expert requests, you only get responses based upon what data they have access to.
What does Ann Davis say on The Agile Brand with Greg Kihlström?
Ann Davis, Chief Revenue Officer, Crunchbase, says: This interview with Crunchbase CRO Ann Davis examines the pressure on marketing and revenue leaders to show AI-driven ROI and argues that model choice is secondary to data quality, connectivity, and operations. Davis recommends prioritizing the unglamorous work of data wrangling, breaking down silos, and building systems that remove busy work so AI can surface proprietary insights and measurable business outcomes.
From: The Agile Brand with Greg Kihlström
Cite as: Ann Davis. (2026). On The Agile Brand with Greg Kihlström. Retrieved from https://research.agilebrandguide.com/insights/ann-davis-i-think-theyre-only-as-good-as-the-dataset-that-theyre-bui