Data-intensive science has emerged as the forefront of knowledge discovery. Advances in instrumentation and open science have led to a surge of data in the public domain that outsizes the personal computer. Accordingly, the Heathscapes Team is developing an Intelligent Data Detector to navigate the information stream–connecting researchers and citizens to relevant data and the latest advances in computation.