Imaging Variability Drives Delays and Diagnostic Uncertainty Across Fertility Care

Outdated imaging and fragmented workflows slow cycle decisions and undermine patient claritY

This News Digest Story is paid featured content.
BY INSIDE REPRODUCTIVE HEALTH

 

Fertility practices are contending with rising diagnostic inconsistency and workflow strain - rooted in outdated imaging systems and fragmented clinical processes. Limited integration of high-quality imaging and AI continues to slow decision-making, increase repeated scans, and contribute to uneven patient experiences. At Michigan Fertility Institute (MFI), Founder and Medical Director Dr. Ali A. Bazzi describes this gap directly: “We are witnessing a powerful convergence of technology, genetics, and artificial intelligence that is redefining reproductive medicine,” noting that imaging and AI are increasingly central to cycle planning and patient communication. 


The Demo Session That Shows How Top REIs Cut Cycle Variability & Boost Patient Trust 

Why Dr. Bazzi and Michigan Fertility Institute Rely on Samsung

When outdated imaging causes delays, uncertainty, and workflow strain, Dr. Bazzi turns to the Samsung Ultrasound V6. In this demo session, see exactly how integrated high-quality imaging, AI automation, and portability reshape REI, APP, nursing, and lab workflows—using MFI’s real-world examples. 

You’ll learn how to: 

  • Reduce scan time and operator variability 

  • Strengthen diagnostic confidence and decision timing 

  • Improve clinic + OR coordination with true mobility 

  • Increase patient clarity, trust, and satisfaction 

  • Implement high-impact workflow improvements immediately

Schedule your demo session - see how the V6 elevates imaging-driven fertility care.

SCHEDULE YOUR DEMO

20–30% Inconclusive Findings Slow Diagnosis and Prolong Treatment 

Older imaging methods continue to generate indeterminate results. Conventional hysterosalpingography (HSG) yields limited or inconclusive findings in 20–30% of cases and carries a 39% false-positive rate for proximal tubal occlusion, often requiring additional imaging.  More than half of patients report moderate to severe pain during HSG, reinforcing delays as some individuals postpone evaluations because of pain or anxiety. These factors prolong diagnostic timelines and contribute to uncertainty at critical junctures in the treatment process. 

7.6 Minutes Lost Per Scan Highlights Workflow Inefficiency 

Clinic teams report inefficiencies tied to non-standardized imaging workflows, including extended appointment times and unclear handoffs between clinic and OR. An ultrasound study showed that protocol standardization reduced scan time by 7.6 minutes, underscoring how small inefficiencies affect throughput, scheduling, and cycle timing. Dr. Bazzi notes that fragmented workflows increase “risk of missed findings” and reduce patient confidence while adding burden to staff navigating exam-to-procedure transitions. 

AI and Portable Imaging Expand Where—and How—Clinics Operate 

Recent research shows that AI-supported embryo assessment and automated uterine and fetal measurements achieve greater reproducibility than manual evaluation. Automated 3D follicle measurements improve volume accuracy and retrieval timing. Portable imaging technologies are also expanding where scans can be performed, enabling smoother transitions between clinic and OR settings and supporting more flexible cycle monitoring models. 

Integrated Imaging, AI, and Mobility Transform Workflow Coordination 

MFI illustrates how integrated imaging + AI + portability can reshape operational alignment. According to Dr. Bazzi, “The Samsung V6 ultrasound system is a cornerstone of our diagnostic and procedural workflow.” He cites its resolution, clarity, and mobility as essential during follicular monitoring, egg retrieval, and embryo transfer. 

Its portability enables transitions between spaces “without sacrificing image quality,” a critical requirement for coordinated care across clinicians, embryologists, and nursing teams. Real-time image sharing improves cycle management and supports consistent decision-making. High-definition visualization has also shifted how patients engage with their care: “Seeing their own follicles and uterine lining in high-definition clarity turns a complex medical process into a transparent, empowering experience.” 

Case Examples Show Impact on Timing and Outcomes 

MFI reports two examples where high-resolution imaging altered clinical outcomes. In one case, subtle follicular variations identified using the system allowed for precisely timed retrieval, resulting in a patient’s highest mature oocyte yield. In another, a small intrauterine irregularity—missed on previous imaging—was identified and corrected, leading to a successful pregnancy shortly afterward. These examples highlight how imaging clarity and workflow alignment intersect with cycle results. 

Future Trends Point Toward Connected Imaging Ecosystems 

MFI’s broader strategy includes AI-assisted embryo selection, genomic optimization, and digital cycle analytics. According to Dr. Bazzi, the movement toward “patient-driven data access and holistic fertility optimization” will require imaging, endocrine data, and lifestyle metrics to connect more seamlessly, reinforcing imaging as a foundational component of future clinic transformation.


The Demo Session That Shows How Top REIs Cut Cycle Variability & Boost Patient Trust 

Why Dr. Bazzi and Michigan Fertility Institute Rely on Samsung

When outdated imaging causes delays, uncertainty, and workflow strain, Dr. Bazzi turns to the Samsung Ultrasound V6. In this demo session, see exactly how integrated high-quality imaging, AI automation, and portability reshape REI, APP, nursing, and lab workflows—using MFI’s real-world examples. 

You’ll learn how to: 

  • Reduce scan time and operator variability 

  • Strengthen diagnostic confidence and decision timing 

  • Improve clinic + OR coordination with true mobility 

  • Increase patient clarity, trust, and satisfaction 

  • Implement high-impact workflow improvements immediately

Schedule your demo session - see how the V6 elevates imaging-driven fertility care.

SCHEDULE YOUR DEMO
 

This News Digest Story is paid featured content. The advertiser has had editorial input and control over its creation. However, the views and opinions expressed in this article do not necessarily represent the views of Inside Reproductive Health. The sponsorship of this content does not imply an endorsement by Inside Reproductive Health.