Irina Malkova
VP Data & AI at Salesforce who leads product telemetry, data infra, and AI/ML-enabled product experiences; focused on moving teams from dashboards to conversational agents and building graph-based retrieval for dense enterprise data.
Best podcasts with Irina Malkova
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Oct 8, 2025 • 52min
From Dashboards to Agents: How Salesforce is Redefining Data Interaction w/ Irina Malkova
Irina Malkova, VP of Data & AI at Salesforce, leads the charge in rethinking how we interact with data. She explores the decline of traditional dashboards in favor of AI-driven conversational agents, enhancing user engagement by reducing cognitive load. Irina discusses the evolving role of product telemetry as a key resource for AI and machine learning, emphasizing its value across all companies. With a focus on measurable ROI, she argues that data teams are pivotal in leading AI transformation, paving the way for more practical data infrastructure.
Jul 23, 2025 • 48min
174 - Why AI Adoption Moves at the Speed of User Trust Irina Malkova on Lessons Learned Building Data Products at Salesforce
Irina Malkova, VP of AI Engineering at Salesforce, dives into the synergy of AI and data analytics. She reveals how her team is transforming analytics with a Slack-based AI agent, aiming for smarter, faster decisions. Irina discusses the vital role user trust plays in AI adoption and shares insights on structuring data product teams effectively. She also highlights the challenges of demonstrating ROI in analytics and the crucial role of UX in user engagement with AI. A fascinating exploration of leadership in data and AI!
