AI in Healthcare

Why Imaging Infrastructure Matters for AI Generalization in Radiology Artificial intelligence has shown impressive results in radiology research settings. From mammography to CT and MRI, AI models often achieve high accuracy when evaluated on curated datasets. Yet once deployed in real clinical environments, many of these same models struggle... By Mircea Popa Jan 21, 2026

AI Orchestration in PACS: Moving Beyond "Buzzwords" to Real Workflow AI orchestration in PACS is the workflow control layer that triggers inference, applies routing rules, selects models, and delivers AI results back into PACS worklists and reporting in a way clinicians actually use. This guide explains AI orchestration in PACS,... By Alexandru Artimon Jan 14, 2026

Does AI Really Deliver Economic Value in Radiology? What the Evidence Says Economic value from radiology AI is not guaranteed. A January 2026 systematic review found that only 21 studies out of 1,879 screened records (about 1%) actually quantified economic outcomes, and the results depended on task complexity, examination volume, and the... By Mircea Popa Jan 5, 2026

Agentic Document Processing: The Future of Intelligent Healthcare Workflows For years, healthcare automation relied on rules—if-then systems that could only handle predictable inputs. If a referral form matched a known template, it was processed; if not, it was flagged for human review. But the reality of healthcare data is... By Andrei Blaj Oct 29, 2025

How AI Document Extraction Accelerates Clinical Workflows Healthcare runs on documents — referrals, reports, authorizations, discharge summaries, and imaging requests. Each plays a critical role in diagnosis and care coordination, yet most are still processed manually.This administrative bottleneck delays treatment, increases clinician burnout, and slows down operational... By Andrei Blaj Oct 28, 2025

From Upload to Insight: How AI Simplifies Patient Document Processing In modern healthcare, efficiency isn’t just a nice-to-have — it’s a necessity. Yet one of the biggest time sinks in hospitals and clinics remains patient paperwork. From onboarding forms and consent documents to referral letters and insurance proofs, the process... By Andrei Blaj Oct 24, 2025

Healthcare Provider Booking Platforms: Why Vosita Outperforms Zocdoc, Healthgrades, and Competitors in 2025 The healthcare appointment booking landscape has fundamentally shifted in 2025. While platforms like Zocdoc dominated the market for nearly two decades, a new generation of provider-first solutions is challenging the status quo. Among them, Vosita has emerged as the most... By Andra Bria Jan 9, 2025

AI in Medical Imaging: Marketing, Patient Acquisition, and the Modern Patient Journey Medical imaging marketing has entered a new era. Advances in artificial intelligence (AI), workflow automation, and digital health infrastructure are not only transforming diagnostics. They are reshaping how patients discover, access, and complete imaging care. Today, success in medical imaging... By Andra Bria Feb 6, 2024