Not all AI platforms are created equal. Many rely on static workflows or incomplete data, leaving gaps in accuracy and efficiency. To truly deliver on AI’s potential, healthcare systems need intelligent orchestration – a capability that dynamically, and at scale, can apply the right algorithms to the right scans and the right anatomy in real time.
Here are five reasons why intelligent orchestration is a key differentiator your enterprise clinical AI platform needs for long-term success.
Other AI solutions are tethered to protocol, effectively leaving health systems using technology that wears blinders, only finding what they’re already looking for. They often rely solely on DICOM metadata to guide algorithm selection, but metadata alone can be incomplete or outdated.
Aidoc’s aiOS™ intelligent orchestration breaks free from protocol and uses much more than DICOM tag analysis to enable the AI to choose the optimal image slice, ensuring the right algorithms are applied to the most relevant anatomy at the right time.
This multi-validation approach ensures unparalleled accuracy, reducing the risk of missed pathologies caused by incomplete or misinterpreted data.
One of the hidden costs of AI is cloud dependency, which can slow down processing and increase operational expenses. Aidoc mitigates this with on-premises orchestration that minimizes the need for cloud data transmission.
This approach not only optimizes resources but also ensures faster results, enabling care teams to make timely and informed decisions.
Healthcare is a dynamic field, and AI performance changes over time due to data drift. Data drift occurs due to factors like evolving protocols (i.e. different naming conventions for the same types of imaging orders), which can vary up to 20% month-over-month1.
Platforms that rely solely on static DICOM metadata and manual tracking of data drift risk serious decreases in AI performance. Aidoc’s automated drift monitoring and remediation automatically monitors and alerts for changes in AI performance – such as prevalence, specificity, sensitivity, PPV, number of optimal series analyzed and actual amount of AI positives versus expected – to investigate and resolve data drift.
This is one way the aiOS™ provides a layer of adaptability that future-proofs the AI system in a constantly changing clinical environment.
Aidoc’s intelligent orchestration isn’t limited by what a scan was ordered to find, rather it analyzes all visible anatomy and deploys all relevant algorithms, surfacing incidental findings that might otherwise go unnoticed. This platform-enabled, multi-algorithm deployment approach enhances clinical awareness and helps speed up time-to-intervention.
As Alexander Misono, MD, Chief of Interventional Radiology at Hoag Hospital Irvine, said: “There’s always a patient on the other end. If I get a notification earlier — or potentially far earlier than we would have traditionally — I can start conversations earlier, which may shorten the time to a variety of interventions.”
In practice this could mean:
This expanded scope helps improve patient care by uncovering additional findings, enabling earlier interventions and better outcomes.
Aidoc’s intelligent orchestration capabilities are designed to enhance the speed and impact of care delivery, helping to ensure better outcomes for patients and providers:
This approach ensures that more patients receive timely interventions, and clinicians can work more effectively, focusing their expertise where it matters most.
Trauma Case Analysis:
In a full-body trauma case, Aidoc simultaneously applies multiple algorithms across different body regions, detecting fractures, hemorrhages and other critical findings. This centralized orchestration results in faster triage while ensuring all relevant conditions are addressed promptly.
Aidoc’s intelligent orchestration engine is a proven solution with 170+ studies and abstracts demonstrating clinical, operational and financial benefits. Here’s what sets it apart:
By combining innovative technology with real-world adaptability, Aidoc’s aiOS™ platform ensures that more patients, radiologists and healthcare systems reap the benefits of AI-enabled workflows.
In a world where every second counts, Aidoc’s orchestration ensures AI delivers on its promise: improved outcomes for patients and clinicians alike. Interested in learning more?
Interested in learning more?
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References
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