syngo®.plaza is a Picture Archiving and Communication System intended to display, process, read, report, communicate, distribute, store, and archive digital medical images, including mammographic images. It supports the physician in diagnosis and treatment planning. For primary image diagnosis in Mammography only uncompressed or non-lossy compressed images and only preprocessed DICOM "For Presentation" images must be used. Also monitors (displays) and printers which received FDA clearance for Mammography must be used. syngo®.plaza also supports DICOM Structured Reports. In a comprehensive imaging suite, syngo®.plaza integrates Hospital/Radiology Information Systems (HIS/RIS) to enable customer-specific workflows. syngo®.plaza optionally uses a variety of advanced postprocessing applications.
Device Story
syngo®.plaza is a software-only Picture Archiving and Communication System (PACS) installed on standard IT hardware. It ingests digital medical images (CT, MR, Ultrasound, X-Ray) via standard network protocols (TCP/IP, DICOM). The system provides tools for image viewing, 3D reconstruction, post-processing, and reporting. It integrates with HIS/RIS to support clinical workflows. Physicians and radiologists use the system to view images, perform measurements (distance, angle, area, perimeter), and generate reports. The device facilitates diagnosis and treatment planning by providing advanced visualization and quantitative analysis tools. It is used in clinical environments by trained healthcare professionals. The system supports automated client updates and secure data handling.
Clinical Evidence
No clinical studies were conducted. Substantial equivalence is supported by non-clinical performance testing, including software verification and validation activities performed according to established standards (ISO 14971, IEC 62304, IEC 82304-1, IEC 62366-1, NEMA PS3/ISO 12052, etc.).
Technological Characteristics
Software-only system for standard IT hardware. Supports DICOM, HL7, and IHE frameworks. Features include 2D/3D image processing, quantitative analysis (region calculation, statistical algorithms), and affine transformations. Connectivity via TCP/IP. Cybersecurity includes login encryption, virus scanning, software blacklisting, and system hardening. Complies with DICOM (NEMA PS3/ISO 12052) and HL7 standards.
Indications for Use
Indicated for use by trained professionals to display, process, read, report, communicate, distribute, store, and archive digital medical images, including mammography, for diagnosis and treatment planning.
Regulatory Classification
Identification
A medical image management and processing system is a device that provides one or more capabilities relating to the review and digital processing of medical images for the purposes of interpretation by a trained practitioner of disease detection, diagnosis, or patient management. The software components may provide advanced or complex image processing functions for image manipulation, enhancement, or quantification that are intended for use in the interpretation and analysis of medical images. Advanced image manipulation functions may include image segmentation, multimodality image registration, or 3D visualization. Complex quantitative functions may include semi-automated measurements or time-series measurements.
Special Controls
*Classification.* Class II (special controls; voluntary standards—Digital Imaging and Communications in Medicine (DICOM) Std., Joint Photographic Experts Group (JPEG) Std., Society of Motion Picture and Television Engineers (SMPTE) Test Pattern).
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Image /page/0/Picture/0 description: The image contains the logo of the U.S. Food and Drug Administration (FDA). The FDA logo consists of two parts: the Department of Health & Human Services logo on the left and the FDA acronym in a blue square, followed by the words "U.S. FOOD & DRUG ADMINISTRATION" in blue text. The Department of Health & Human Services logo is a stylized image of a human figure.
April 25, 2018
Siemens Healthcare GmbH % Mr. Alexander Schapovalov Responsible Third Party Official 510(k) TPR Deputv Program Manager TÜV SÜD America Inc. 1775 Old Highway 8 NW NEW BRIGHTON MN 55112-1891
Re: K180563
Trade/Device Name: syngo®.plaza Regulation Number: 21 CFR 892.2050 Regulation Name: Picture archiving and communications system Regulatory Class: Class II Product Code: LLZ Dated: April 11, 2018 Received: April 16, 2018
Dear Mr. Schapovalov:
We have reviewed your Section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to devices that have been reclassified in accordance with the provisions of the Federal Food, Drug, and Cosmetic Act (Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply with all the Act's requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); medical device reporting of medical device-related adverse events) (21 CFR 803); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820);
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# Page 2 - Mr. Schapovalov
and if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR Part 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to http://www.fda.gov/MedicalDevices/Safety/ReportaProblem/default.htm for the CDRH's Office of Surveillance and Biometrics/Division of Postmarket Surveillance.
For comprehensive regulatory information about medical devices and radiation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/MedicalDevices/DeviceRegulationandGuidance/) and CDRH Learn (http://www.fda.gov/Training/CDRHLearn). Additionally, you may contact the Division of Industry and Consumer Education (DICE) to ask a question about a specific regulatory topic. See the DICE website (http://www.fda.gov/DICE) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
Sincerely,
Michael D. O'Hara For
Robert Ochs. Ph.D. Director Division of Radiological Health Office of In Vitro Diagnostics and Radiological Health Center for Devices and Radiological Health
Enclosure
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# Indications for Use
510(k) Number (if known) K180563
Device Name syngo®.plaza
Indications for Use (Describe)
syngo .plaza is a Picture Archiving and Communication System intended to display, process, read, report, communicate, distribute, store, and archive digital mages, including mammographic images. It supports the physician in diagnosis and treatment planning
For primary image diagnosis in Mammography only uncompressed or non-lossy compressed images and only preprocessed DICOM "For Presentation" images must be used. Also monitors (displays) and printers which received FDA clearance for Mammography must be used
syngo .plaza also supports DICOM Structured Reports
In a comprehensive imaging suite, syngo .plaza integrates Hospital/Radiology Information Systems (HIS/RIS) to enable customer-specific workflows
syngo .plaza optionally uses a variety of advanced postprocessing applications
| Type of Use (Select one or both, as applicable) | |
|---------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------|
| <div> <span> <b> Prescription Use (Part 21 CFR 801 Subpart D) </b> </span> </div> | <div> <span> Over-The-Counter Use (21 CFR 801 Subpart C) </span> </div> |
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Image /page/3/Picture/0 description: The image shows the logo for Siemens Healthineers. The word "SIEMENS" is written in all caps on the top line, and the word "Healthineers" is written on the second line. To the right of the words is a graphic of several small circles.
# Traditional 510(k) Summary
## syngo®.plaza VB30
This summary of 510(k) safety and effectiveness information is being submitted in accordance with the requirements of SMDA 1990 and 21 CFR §807.92.
#### 1. Submitter
Siemens Healthcare GmbH Henkestrasse 127 91052 Erlangen Germany
#### 2. Establishment Registration Number
3002808157
#### 3. Contact Person
Vijay Ramadas Regulatory Affairs Manager Siemens Healthcare GmbH Hartmanstrasse 16 91052 Erlangen Germany Telephone: +49 172 432 4369 +49 (9131) 84-8691 Telefax: Email: vijay.ramadas@siemens-healthineers.com
#### 4. Device Name and Classification
Product Name: Classification Name: Classification Panel: CFR Section: Device Class: Product Code:
syngo®.plaza Picture Archiving and Communications System Radiology 21 CFR §892.2050 Class II LLZ
#### 5. Legally Marketed Predicate Device
| Product Name: | syngo®.plaza |
|----------------|-------------------|
| 510(k) Number: | K132532 |
| Clearance Date | December 09, 2013 |
### 6. Safety and Effectiveness Information Supporting the Substantial Equivalence Determination
#### 6.1 Intended Use
syngo@.plaza is a Picture Archiving and Communication System intended to display, process, read, report, communicate, distribute, store, and archive digital medical images, including mammographic images. It supports the physician in diagnosis and treatment planning
For primary image diagnosis in Mammography only uncompressed or nonlossy compressed images and only preprocessed DICOM "For Presentation"
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images must be used. Also monitors (displays) and printers which received FDA clearance for Mammography must be used
syngo®.plaza also supports DICOM Structured Reports
In a comprehensive imaging suite, syngo®.plaza integrates Hospital / Radiology Information Systems (HIS / RIS) to enable customer specific workflows
syngo®.plaza optionally uses a variety of advanced postprocessing applications
# 6.2 Technological Characteristics
syngo®.plaza is a "software only"-system, to be installed on common IT hardware, matching the syngo®.plaza hardware requirements.
The above characteristics are also applicable for the predicate device syngo®.plaza VB10A (K132532)
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്പുഴു
# Summary of Comparison between Subject and Predicate Devic 1-
The following matrix describes the differences between syngo®.plaza VB30 to the predicate device syngo®.plaza VB10A
| | syngo®.plaza VB30 | syngo®.plaza VB10A | Similarities and Differences Description | Safety and Effectiveness Impact |
|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------|
| Manufacturer | Siemens Healthcare GbmH | Siemens AG Medical Solutions | Legal Manufacturer change | NA |
| Intended Use | syngo®.plaza is a Picture Archiving and Communication System intended to display, process, read, report, communicate, distribute, store, and archive digital medical images, including mammographic images. It supports the physician in diagnosis and treatment planning. For primary image diagnosis in Mammography only uncompressed or non-lossy compressed images and only pre-processed DICOM "For Presentation" images must be | syngo®.plaza is a Picture Archiving and Communication System intended to display, process, read, report, communicate, distribute, store, and archive digital medical images, including mammographic images. It supports the physician in diagnosis and treatment planning. For primary image diagnosis in Mammography only uncompressed or non-lossy compressed images and only pre-processed DICOM "For Presentation" images must be | In VB30, the following was removed in the Intended Use statement, - “Note: Web-based image distribution is <i>not intended for reporting</i> ”, because the reporting was enabled in Web Client in VB30 when compared to the predicate device VB10A. This change was achieved by extending the reporting functionality from Reporting Client to Web Client and this is not a new functionality | This update does not impact or change the safety and effective use of the product |
| | syngo®.plaza VB30 | syngo®.plaza VB10A | Similarities and Differences Description | Safety and Effectiveness Impact |
| | used. Also monitors (displays) and printers which received FDA clearance for Mammography must be used. syngo®.plaza also supports DICOM Structured Reports. | used. Also monitors (displays) and printers which received FDA clearance for Mammography must be used. syngo®.plaza also supports DICOM Structured Reports. | | |
| | In a comprehensive imaging suite, syngo®.plaza integrates Hospital / Radiological Information Systems (HIS / RIS) to enable customer specific workflows. | In a comprehensive imaging suite, syngo®.plaza integrates Hospital / Radiological Information Systems (HIS / RIS) to enable customer specific workflows. | | |
| | syngo®.plaza optionally uses a variety of advanced postprocessing applications. | syngo®.plaza optionally uses a variety of advanced postprocessing applications. Note: Web-based image distribution is not intended for reporting. | | |
| Supported Modalities | CT, MR, Ultrasound and X-Ray | CT, MR, Ultrasound and X-Ray | Same | NA |
| Image Communication | Standard network protocols like TCP / IP and standard communication protocol | Standard network protocols like TCP / IP and standard communication protocol | Same | NA |
| | syngo®.plaza VB30 | syngo®.plaza VB10A | Similarities and Differences Description | Safety and Effectiveness Impact |
| Image data compression | DICOM. Additional fast image transfer protocol for use inside syngoⓇ.plaza<br>JPEG lossless with compression factor 2 to 3 on storage (RAID) and before archiving (e.g. on NAS)<br>- Uncompressed - lossless JPEG<br>- Lossless JPEG - lossless JPEG<br>- Lossless JPEG 2000 – lossless<br>JPEG 2000<br>- Lossy JPEG - displayed as received<br>- RLE - displayed as received<br>- MPEG-II support | DICOM. Additional fast image transfer protocol for use inside syngoⓇ.plaza<br>JPEG lossless with compression factor 2 to 3 on storage (RAID) and before archiving (e.g. on NAS)<br>- Uncompressed - lossless JPEG<br>- Lossless JPEG - lossless JPEG<br>- Lossless JPEG 2000 – lossless<br>JPEG 2000<br>- Lossy JPEG - displayed as received<br>- RLE - displayed as received<br>- MPEG-II support | Same | NA |
| Image Short Term storage | Internal and External online storage on configurable RAID systems. Industrial standards apply | Internal and External online storage on configurable RAID systems. Industrial standards apply | Same | NA |
| Image Long Term storage | External archiving on external (not inside | External archiving (not inside syngo.plaza) to either | Rephrased for clarity, no change | NA |
| | syngo®.plaza VB30 | syngo®.plaza VB10A | Similarities and Differences Description | Safety and Effectiveness Impact |
| | syngoⓇ.plaza) archiving to either NAS storage systems or to any external DICOM Long Term Archive. Industrial standards apply | NAS storage systems or to any external DICOM Long Term Archive. Industrial standards apply | Same | NA |
| User administration | Centralized user administration | Centralized user administration | Same | NA |
| OEM Interface | syngoⓇ.via | syngoⓇ.via | Same | NA |
| RIS communication | Improved: Via standards HL7 and DICOM, aligned to IHE Framework Rev.14 | Via standards HL7 and DICOM, aligned to IHE Framework Rev.1. | Few new IHE profiles were added to enable larger integrated solution | This update does not impact or change the safety and effective use of the product |
| Hardware | Windows based, manufacturer independent workstations | Windows based, manufacturer independent workstations | Same | NA |
| Client Installation | Improved: Client software distribution with Automatic Update/Upgrade | Client software distribution for syngo®.plaza Reporting Clients | When a user logs into client, the client automatically checks with the syngo®.plaza server for an updated version of the client. If any new version is available, then client is automatically updated | This update does not impact or change the safety and effective use of the product |
| Application package / workplace functionality | syngo®.plaza VB30 | syngo®.plaza VB10A | Similarities and Differences Description | Safety and Effectiveness Impact |
| syngo 3D Basic syngo 3D Advanced 3D VesselMetrix Filming Teleradiology Patient Media Creation Workflow Support for Mammography Spine Labeling / Cross Reference Cardio Thoracic Ratio (CTR) DSA Viewer Token view Smart Read Angle on Stack Patient ID New: Progressive Loading Improved: syngo.via Fast 3D call-up Improved: Align zoom factor based on Field of View (FoV) Improved: Viewing of Digital Breast | syngo 3D Basic syngo 3D Advanced 3D VesselMetrix Filming Teleradiology Patient Media Creation Workflow Support for Mammography Spine Labeling / Cross Reference Cardio Thoracic Ratio (CTR) DSA Viewer Token view Smart Read Angle on Stack Patient ID | The updates are made to enhance system performance and provide more options to the end user. All the Improvements and New implementation were analysed for Risk and Mitigations were implemented and verified | This update does not impact or change the safety and effective use of the product | |
| | syngo®.plaza VB30 | syngo®.plaza VB10A | Similarities and Differences Description | Safety and Effectiveness Impact |
| Image<br>Processing | Tomosynthesis<br>Improved: Series synchronization Improved: Multi Cine and Smart Streaming Filming 3D Reconstruction 3D Vessel Metrix Rendering Workflow Support for mammography Spine Labeling / Cross Reference Cardio Thoracic Ratio (CTR) DSA Viewer | Filming 3D Reconstruction 3D Vessel Metrix Rendering Workflow Support for mammography Spine Labeling / Cross Reference Cardio Thoracic Ratio (CTR) DSA Viewer | Same | NA |
| Image Proces-<br>sing<br>Algorithms | Quantitative Algorithm<br>In syngo.plaza 2D Image processing Library<br>Region Calculation (Mammography)<br>(calculated: Minimum bounding Rect co-ordinates of the tissue area in an image based on pixel intensity)<br>3D Projection (Cross- | Quantitative Algorithm<br>In syngo.plaza 2D Image processing Library<br>Region Calculation (Mammography)<br>(calculated: Minimum bounding Rect co-ordinates of the tissue area in an image based on pixel intensity)<br>3D Projection (Cross- | Same | NA |
| syngo®.plaza VB30 | syngo®.plaza VB10A | Similarities and Differences Description | Safety and Effectiveness Impact | |
| Reference) (calculated: Coordinates of the projected points from one plane on other orthogonal planes) | Reference) (calculated: Coordinates of the projected points from one plane on other orthogonal planes) | | | |
| Statistical Algorithms for calculation of Average, Std Deviation, Minimum or Maximum pixel values | Statistical Algorithms for calculation of Average, Std Deviation, Minimum or Maximum pixel values | | | |
| (calculated: Statistical values based on image pixel intensity in a given ROI) | (calculated: Statistical values based on image pixel intensity in a given ROI) | | | |
| Affine Transformation (Zoom/Pan/Rotate/Flip) | Affine Transformation (Zoom/Pan/Rotate/Flip)…
Two short videos show you everything — or skip straight to the written tutorial if you'd rather read. You can reopen this any time from the Tutorial button in the top bar.
Part 1 — Search, results, and everyday workflows 16 min
Part 2 — Embeddings: the galaxy map 3 min
1. Search: exact and fuzzy
Type a phrase like "coronary artery calcification" into the search box. You get two kinds of results. Exact results match the literal phrase — prefix searches work ("coronary artery calcificati") but suffix searches do not. Fuzzy results match on the meaning and intent of your phrase rather than the exact words, and are sorted by relevance score. Hover over the Exact or Fuzzy badge on any row to see exactly why it matched.
Use the checkboxes above the results to narrow: SaMD keeps only software-only devices, AI / ML keeps only devices with AI.
Exact vs. fuzzy search: what's the difference?
Exact matches on the literal phrase (prefix search works, suffix does not). Fuzzy matches on the meaning and intent of the phrase rather than the exact words. Hover over the badge on any row to see why it matched.
You search "coronary artery calcification" and want only software devices with AI. What two filters do you apply?
Narrow by SaMD (software-only devices), then narrow by AI/ML (devices with AI).
2. The results table
Scroll right in the results table. The intended use is extracted for you — no need to open the PDF. The device story gives a high-level snapshot of what the device does and how it's used. The AI Performance sub-table shows each output name, acceptance criteria, observed values, and development/test dataset descriptions — the same format Innolitics uses for regulatory strategy outputs, and the fastest high-level fingerprint of an AI device. It is AI-generated but has been very reliable in practice.
Where do you find a device's intended use without opening the PDF?
Scroll right in the search results table. The intended use column is extracted for you; no need to dig into the 510(k) summary PDF.
What does the AI Performance sub-table show, and why is it useful?
Output name, acceptance criteria, observed values, development dataset description, and test dataset description. It's the same format we use for regulatory strategy output and Fast 510(k) input, and the fastest high-level fingerprint of an AI device. AI-generated but reliable in practice.
3. Judging fuzzy relevance
Fuzzy results trail off in relevance as you scroll. Use three signals to decide how far down to go: the fuzzy badge explanations, the intended use column, and whether your target output (e.g., Cobb angle) still appears in the AI Performance sub-table. Once it stops appearing, you're past the relevant zone. A top hit with a low score (~0.4) and a stretched explanation is a hint the closest predicates are far away — the project may be headed for De Novo. Note the fuzzy search is a pattern match: it doesn't handle negation ("not") well, and hardware devices can appear — filter by SaMD/AI ML to cut them.
How do you judge how far down fuzzy search results to go?
Use the relevancy signals: the fuzzy badge explanations, the intended use column, and whether the target output (e.g., Cobb angle) still appears in the AI Performance sub-table. Once it stops appearing, results are trailing off in relevancy.
4. Device detail page: chat and citations
Click a device name to open its detail page: device facts on the left, a chat window on the right. Ask something like "Describe the training data". The answer carries little citation bubbles — click one to jump to the highlighted passage in the source PDF, so you can verify every AI answer against the document. There's also a Download PDF button for sharing.
How do you verify an AI chat answer on the device detail page?
Click the citation bubbles to jump to the relevant highlight in the source document.
Reading rule for every project: how many summaries do you read in full?
At least the three most relevant 510(k) or De Novo summaries, in full. After that, use targeted chat questions to confirm your memory quickly. The tool supports this professional habit — it doesn't replace it.
5. Side-by-side comparison
Select multiple rows in the results table (aim for under ~10), then open the PDF Viewer tab. Ask one question — it goes to all selected devices in parallel, each with citations. This is the fastest way to compare and contrast devices: training data, PCCP scope, how they handled adding new scanners, and so on.
What does the side-by-side PDF viewer mode do?
Select multiple devices, open the PDF viewer tab, and ask one question (e.g., "Describe the training data"). It queries all selected devices simultaneously with citations, so you can compare and contrast quickly.
6. Collections
With rows selected, go to the Collections tab and create a labeled collection (e.g., "Cobb Angle Project"). Reload that selection any time — before a client call, pull up the collection and ask questions across all of its devices at once.
How do you save a set of selected devices for later use?
Select the rows, go to the Collections tab, and create a labeled collection (e.g., "Cobb Angle Project"). You can reload the selection anytime and carry it into the PDF viewer and other tabs that support selections.
7. Product codes and the regulations tree
Click a product code in the results to jump to it in the regulations tree — identification text, sibling product codes, and devices you can open in a PDF viewer on the right. Click a regulation number to see its identification, special controls, and related product codes. You can also search by product code or regulation number at the top of the tree. Always read the special controls if any exist for your device — it broadens your search and sharpens pre-kickoff research.
What can you do from the regulations tree view?
Browse product codes and regulation numbers, read the identification text and special controls, browse sibling product codes, open device PDFs on the right, and search by product code or regulation number at the top of the tree.
8. Chart view
Click Show Chart and segment by regulation number (or product code) to see which regulations dominate your result set. Clicking a regulation takes you into the regulations tree. Great for spotting that most matches are, say, hardware laparoscopic devices — a cue to go back and filter.
How do you see which regulations dominate a search result set?
Click "Show Chart" and segment by Regulation Number. Clicking a regulation takes you to the regulations tree.
9. The predicate graph
Open the Predicates tab for a family-tree view of predicate relationships. Click a node to trace its parents and children; selections from search carry over pre-selected. Commonly predicated devices are worth reading — a lot of people predicated them for a reason. The visual lineage is also handy on client calls, e.g. to show how a predicate family evolved and justify why your predicate still holds.
In the predicate graph, why are commonly predicated devices worth reading?
A lot of people predicated them for a reason. Clicking a node traces parents and children, and selections from search carry over pre-selected.
10. Embeddings: the galaxy map
The Embeddings tab plots every matching document in a 2-D "galaxy map" where semantically similar devices cluster together. Hover or click clusters to explore, and let AI label the clusters for you. Embeddings beat product codes for grouping: two devices can carry different product codes (LLZ vs. QIH) yet do the same thing — the embedding captures the meaning of the intended use and device story. This is also exactly how retrieval-augmented generation (RAG) works under the hood, and it makes a great visual on client calls.
Try it yourself
Head to the search page and work through a few of these AI/ML fuzzy searches to build intuition: perivascular fat on CT · aortic valve calcification opportunistic screening on noncontrast CT · breast cancer prediction on digital pathology slides · autism detection · gestational age prediction · a hearing aid that can also detect a pulse · foundation model based analysis of ECG · large language models · penetration test. Watch how the relevance scores, intended use, and AI Performance tables tell you when results stop being meaningful.