Beyond Human Analytics with Bhaskar Sunkara
"You don't get a chart, you get a decision-ready insight." Bicycle AI CEO Bhaskar Sunkara explains why real-time analytics with context has been nearly impossible (until now) and how agentic analytics changes everything. In this episode of The Digital Analyst, John and Bhaskar explore the evolution from dashboards to autonomous analytics agents with someone who decoded complex signals at AppDynamics. Bhaskar reveals why detection without understanding creates alert fatigue, and why fragmented data means marketing, payments, and product teams never agree on basic definitions. Discover the three-part foundation agents require: clean event streams, common definitions, and latency matching decision speed. Learn why agents built the foundation layer (ontologies connecting raw data to customer journeys, cohorts, and KPIs) before pattern detection becomes possible. Understand what agents do all day: waking every few seconds to check KPIs, pulling slices by country/device/method, building hypothesis trees, and routing insights to the right person. Bhaskar shares why the modern data stack becomes the substrate for machine consumers, not just human analysts. Learn his advice for adoption: start painfully small with one revenue-critical KPI, run agents parallel to existing processes, and never try to "agentify" everything at once. Explore why fewer people will start their day with dashboards in 3-5 years, and why your best people shouldn't be stitching CSVs to understand last week. ************** Bhaskar Sunkara https://www.linkedin.com/in/bhaskarsunkara/ https://bicycle.ai/ ************** John Santaferraro https://www.linkedin.com/in/johnsantaferraro/ https://www.ferraroconsulting.com/ http://www.thedigitalanalyst.ai/ ************** The Digital Analyst is powered by Insight Jam Join the human conversation around AI at https://insightjam.com/ ************** 0:00 Cold Open and Introduction 3:51 Meet Bhaskar Sunkara 4:40 Real-Time Insight With Context 8:34 From Dashboards to Autonomous Agents 11:49 The Three-Part Foundation Agents Require 17:48 Building the Ontology Layer 21:17 The See-Understand-Route-Act Loop 26:19 Data Teams Empowering Business Users 28:05 The Modern Data Stack Becomes the Substrate 32:46 Advice for Adoption: Start Painfully Small 36:37 Less Hunting, More Decision-Making 39:25 Connect and Subscribe
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