Neuroscience trials struggle to show benefit because symptoms are subjective and variable, and eCOA strengthens dossiers by standardizing ClinRO administration, capturing outcomes in real time to reduce recall bias, and adding patient and caregiver perspectives that clinician scales miss.

Data capture is no longer the bottleneck, and whether the lag between a signal and a decision shrinks depends on signal design, AI governance, and vendor orchestration.

In this Q&A, Rajneesh Patil, global head of AI, digital, and innovation in clinical development at Syneos Health, discusses what changes when AI is embedded across protocol strategy, data infrastructure, and workflow tools at once, where governance frameworks tend to fall short, and why CROs must orchestrate AI ecosystems rather than simply aggregate them.

The FDA’s RTCT initiative transmits predefined, clinically meaningful signals to regulators during active trials, so its value depends entirely on the maturity of sponsors’ upstream RBQM signal intelligence, KRIs, QTLs, and root-cause context, rather than on data speed.

In this video interview, Kent Thoelke, CEO of Paradigm Health, outlines why anti-kickback guidance and modern EHR-integrated trial matching technology must work in tandem to reach representative patient populations at the community level.

Patients don’t experience primary endpoints, so trials that stop at biomarkers and rigid rating scales risk declaring success while leaving daily burden untouched, and digital tools only deliver meaningful evidence when they are co-designed with patients and deployed with restraint.

Clinical trials capture data faster than ever, but the real bottleneck is the distance between data capture and a decision teams can trust.

Standardized measurement across five oncology centers found that clinical research coordinators rated eSource-enabled workflows positively (Overall Mean Satisfaction 5.79 of 7), with reduced manual entry and electronic data transfer earning strong marks, while perceived reduction in sponsor and monitor queries lagged as the one domain below threshold.