D2P vs Change Healthcare Anatomical AI

Similar category, different focus. These tools serve overlapping but distinct needs. Comparability 65/100 Comparability is an AI-graded 0–100 score of how directly these two tools compete — higher means a more apples-to-apples comparison.
by 3D Systems
VS
by Change Healthcare

AI Verdict

D2P by 3D Systems specializes in converting 2D medical imaging into 3D anatomical models for advanced visualization, surgical planning, and 3D printing. Conversely, Change Healthcare Anatomical AI focuses on analyzing images to generate anatomical descriptors, primarily to streamline radiology workflows and enhance diagnostic efficiency. While both utilize AI for medical image analysis, their distinct outputs and ultimate applications target different stages and needs within the healthcare continuum.

Choose D2P if…

Choose D2P if your primary need is to transform 2D medical images into highly accurate, patient-specific 3D anatomical models for advanced surgical planning, pre-operative simulation, or the creation of physical 3D printed guides and implants. This tool is ideal for specialties requiring detailed anatomical visualization and manipulation, such as neurosurgery and orthopedics, to enhance surgical precision and patient outcomes.

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Choose Change Healthcare Anatomical AI if…

Choose Change Healthcare Anatomical AI if your goal is to significantly enhance radiology workflow efficiency and diagnostic speed by leveraging AI to rapidly identify relevant anatomical structures and studies from CT and MR images. This solution is best suited for high-volume radiology departments aiming to reduce manual search times, streamline image review, and optimize the ordering of diagnostic studies.

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Reviewed by Pouyan Golshani, MD — Interventional Radiologist

Quick Comparison

Feature D2P Change Healthcare Anatomical AI
Deployment Standalone modular software package. Cloud-based and on-premise. It is available in Change Healthcare Radiology Solutions (PACS) for hospitals and will be added to future releases in its Stratus Imaging cloud solution suite.
BAA Available Unknown Yes AI-estimated
FDA Status Yes AI-estimated Yes AI-estimated
HIPAA Unknown Yes AI-estimated

Head-to-Head

AI-generated assessment across six dimensions based on each tool's documented features and compliance posture. Grounded in public data — not a substitute for hands-on evaluation.

Usability

D2P

D2P offers a comprehensive workstation-based experience with a DICOM viewer, advanced segmentation, 3D model editing, and VR visualization, providing direct user control over model creation and manipulation. In contrast, Change Healthcare Anatomical AI primarily focuses on automating background tasks to streamline radiology workflows, offering less direct interactive usability for model generation. The VR visualization in D2P also enhances the user's ability to interact with complex anatomical data in an immersive way.

Clinical Value

D2P

D2P provides direct clinical value by enabling advanced visualization, surgical planning, and 3D printing of patient-specific anatomical models, which is critical for complex cases in neurosurgery and orthopedics. Change Healthcare Anatomical AI offers value by streamlining radiology workflows and improving diagnostic efficiency, but D2P's ability to create tangible, patient-specific models for pre-operative planning addresses a more direct and high-impact clinical need for precision and patient education.

Pricing & Value

Tie

Both D2P and Change Healthcare Anatomical AI do not publicly disclose their pricing, requiring direct contact with sales for details. As both are enterprise-level solutions, pricing is likely customized based on deployment and scale, making it impossible to determine a winner in terms of pricing or perceived value without specific cost information.

Enterprise Readiness

Change Healthcare Anatomical AI

Change Healthcare Anatomical AI explicitly states HIPAA compliance and indicates a high likelihood of a Business Associate Agreement (BAA), which are crucial for enterprise healthcare deployments. Its current on-premise integration with Change Healthcare Radiology Solutions (PACS) and planned cloud deployment also demonstrate strong enterprise integration capabilities. While D2P handles PHI within a regulated context and is FDA-cleared, it lacks explicit statements regarding HIPAA compliance and BAAs in the provided information.

Innovation

D2P

D2P demonstrates higher innovation by integrating deep learning for automatic segmentation with Virtual Reality (VR) visualization and seamless 3D printing capabilities for patient-specific models. This combination introduces novel methods for medical visualization and tangible model creation. Change Healthcare Anatomical AI's innovation is primarily focused on AI-driven workflow optimization within existing radiology paradigms, which, while valuable, is less disruptive than D2P's multi-modal approach.

Support & Docs

Tie

Both 3D Systems (for D2P) and Change Healthcare (for Anatomical AI) are established companies in the healthcare technology space, offering comprehensive support and documentation for their products. While specific comparative details on the quality or responsiveness of their support are not available, both provide user manuals, installation guides, and customer support channels.

Feature-by-Feature

Detail beyond the Quick Comparison summary. For pricing, deployment, BAA, FDA, and HIPAA see the Overview tab.

Feature D2P Change Healthcare Anatomical AI
Name D2P Change Healthcare Anatomical AI
Company 3D Systems Change Healthcare Canada Company
Primary Function Converts 2D medical imaging data (DICOM) into accurate 3D digital anatomical models for advanced visualization, surgical planning, and 3D printing of patient-specific models. Analyzes CT and MR images to create comprehensive anatomical descriptors, streamlining radiology workflows and improving diagnostic efficiency by rapidly identifying relevant studies.
Categories Radiology & Imaging AI, Surgical AI Radiology & Imaging AI
Specialties Neurosurgery, Orthopedics, Radiology Radiology
Key Feature: Core Output/Analysis DICOM viewer and analysis, automatic and manual segmentation tools, 3D model editing tools, high-quality volume rendering and mesh coloring, export of 3D digital models in various file formats. Analyzes pixel data from CT or MR images, creates comprehensive anatomic descriptors.
Key Feature: Workflow Enhancement Advanced visualization, surgical planning, 3D printing of patient-specific models, Virtual Reality (VR) visualization for non-diagnostic use, seamless integration with 3D Systems printers and software. Streamlines radiology workflows, improves diagnostic efficiency, rapidly identifies relevant images, series, and studies, eliminates time spent on manual study searches, helps reduce the ordering of unnecessary studies.

Videos

Demos, reviews, and walkthroughs featuring D2P and Change Healthcare Anatomical AI.

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Frequently Asked Questions

D2P by 3D Systems is a stand-alone workstation-based software that converts 2D medical images into 3D digital anatomical models for advanced visualization, surgical planning, and 3D printing, primarily benefiting neurosurgery, orthopedics, and radiology. Change Healthcare Anatomical AI is an AI tool integrated within Change Healthcare Radiology Solutions (PACS) to streamline radiology workflows by rapidly identifying relevant studies and creating comprehensive anatomical descriptors, focusing on diagnostic efficiency for radiologists.
D2P is a stand-alone modular software package that integrates seamlessly with 3D Systems printers and software, suggesting a workstation-centric deployment model for each site. Change Healthcare Anatomical AI is currently available on-premise within Change Healthcare Radiology Solutions (PACS) and is planned for cloud deployment, indicating a more integrated approach within existing radiology infrastructure that could facilitate multi-site rollouts by leveraging a centralized PACS.
D2P utilizes deep learning-driven automatic and manual segmentation tools to create accurate 3D digital anatomical models from DICOM data, which can be used for surgical planning and 3D printing. Change Healthcare Anatomical AI employs AI to analyze CT and MR pixel data, generating comprehensive anatomical descriptors to rapidly identify relevant images and studies, thereby supplementing traditional image analysis.
D2P, with its comprehensive 3D model editing tools and virtual reality visualization for non-diagnostic use, may involve a learning curve for mastering advanced segmentation and manipulation. Change Healthcare Anatomical AI focuses on rapidly identifying relevant images and eliminating manual study searches within existing radiology workflows, suggesting a potentially lower learning curve for its core function of augmenting image analysis.
The provided information states that D2P handles protected health information (PHI) within a regulated medical device context, and Change Healthcare Anatomical AI is HIPAA compliant as a healthcare technology company handling PHI. For multi-site environments, Change Healthcare's cloud-native solutions are designed to centralize data and facilitate secure access with HITRUST-certified and SOC2-certified solutions.
D2P offers significant value in pre-operative surgical planning by providing patient-specific 3D anatomical models and VR visualization, which can enhance understanding and lead to more precise surgical outcomes. Change Healthcare Anatomical AI improves diagnostic efficiency in radiology by quickly identifying relevant studies and reducing unnecessary ordering, allowing radiologists to focus on interpretation and potentially improving patient care through faster, more accurate diagnoses.

Backers

Who funded each tool's parent company.

Change Healthcare Anatomical AI

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