Medical Digital Twins — When the Soul Meets the Body in Medicine For centuries, doctors have treated the human body by looking outward—at symptoms, scans, lab results, and clinical guidelines. But anyone who has faced illness knows that medicine often misses the inner story of the patient—the “soul” of health
Bridging the Gap: AI Tools That Reduce Sponsor–Site Friction The success of a clinical trial often hinges on sponsors and sites coordination. Three areas in particular account for the bulk of sponsor-site tension: regulatory documentation, payments, and monitoring. These tasks, while necessary, have historically been manual, repetitive, and prone to
How Agentic AI is Shaping the Future of Clinical Trials The life sciences industry is at a turning point — and the most significant shift is being led by Agentic AI. Acting as intelligent digital teammates, agentic systems are empowering researchers, clinical operations teams, and CRAs to make smarter, faster,
AI-Driven Solutions to Overcome Clinical Site Challenges Clinical research sites are at a critical juncture, confronted by unprecedented challenges in financial management, contract complexity, workforce capacity, data oversight, and patient engagement. Overcoming these obstacles requires innovative thinking, rapid digital adaptation, and proven tools. “AI-Driven Solutions” now stand at the forefront,
DPHARM 2025: What We Heard, What We Saw The 2025 edition of the Disruptive Innovations to Advance Clinical Trials (DPHARM) conference brought together a global community of clinical research leaders, sponsors, CROs, consultants, and technology innovators.For Mushroom Solutions, it was more than just an opportunity to showcase our automation-first platforms.
AI in Patient Recruitment: Sponsor Roadmap for Faster, Smarter Studies Recruitment challenges are not new — but they’re getting more expensive. Industry data shows that nearly 86% of international trials miss their recruitment targets within expected timelines, and delays of just one month can cost sponsors anywhere from $600,000 to
Generative AI for Clinical Trial Protocol Development: From Drafting to eProtocols Protocol development for clinical trials can slow down due to the growing complexity of modern trials—spanning multi-site operations, precision medicine demands, and diverse patient recruitment. Research teams typically spend 160–220 hours developing a single protocol, coordinating across multiple stakeholders
AI Powered Real Time Solutions: Mushroom Solutions Unveils New Strategy for Driving Automation in Clinical Trial Operations In an age where speed and efficiency are essential to success, the healthcare industry, particularly clinical trial operations, has been striving for faster, more accurate, and cost-effective processes. The DEA registrant base today
Decentralized Clinical Trials: The New Standard in Clinical Research It takes 12 years on average for a new drug to gain market approval from the preclinical stage and costs varying from $1-2.8 billion. Traditional clinical trials have been hampered by systemic challenges, from patient recruitment and retention to the geographic and
