The RADMAX Digital Imaging Software, used together with a digital X-ray image processing system designed for acquiring images and processing acquired images. The main features of the software are controlling and interfacing the detector, acquiring images after X-ray, storing acquired images, managing data, and image processing. The RADMAX Digital Imaging Software, is not intended for the acquisition of mammographic image data. The X-ray generator is not part of the RADMAX Digital Imaging Software, device. If the X-ray generator does not allow interfacing with external software the RADMAX Digital Imaging Software device cannot be interfaced with X-ray Generator. However, when using third-party generator, use the AED function to acquire the image by sensing the X-ray photon. When using the DRGEM Corporation, generator (models GXR, GXR-U), the RADMAX Digital Imaging Software can only select or change values of X-ray exposure parameters (kVP, mAs or kVP, mA or density).
Device Story
RADMAX Digital Imaging Software is a digital X-ray image processing system; interfaces with digital X-ray detectors and X-ray generators to acquire, store, and process radiographic images. Operates on Windows 10 PCs; used by radiologists and qualified medical personnel in clinical settings. Input includes digital X-ray signals from detectors; software manages study information, image enhancement, measurement, annotation, and DICOM-compliant storage/printing. For compatible DRGEM generators, allows selection/adjustment of exposure parameters (kVp, mAs); for third-party generators, utilizes Automatic Exposure Detection (AED) to sense X-ray photons. Output is displayed on monitors for clinical interpretation. Does not control X-ray exposure, electrical charge, or calibration. Benefits include replacement of traditional film handling, improved workflow efficiency, and digital image management.
Clinical Evidence
Bench testing only. Validation testing evaluated all input/output functions and system actions against predetermined acceptance criteria. Results demonstrated that all verification and validation activities met requirements, confirming the device is as safe and effective as the predicate.
Technological Characteristics
Software-based digital X-ray image processing system. Operates on Windows 10 (minimum). Connectivity: 10/100/100 Ethernet, DICOM 3.0 compatibility. Database: MySQL. Interfaces: Detector-dependent digital X-ray detectors, generator-dependent control protocols. User input: Mouse, keyboard, touch monitor. Display: Dual color display adaptors (1920x1080). No patient contact; no life-sustaining function.
Indications for Use
Indicated for use by qualified medical personnel to acquire, process, store, manage, and review digital X-ray images. Not intended for mammographic image data acquisition.
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). On the left is the Department of Health & Human Services logo. To the right of that is the FDA logo, which is a blue square with the letters "FDA" in white. To the right of the blue square is the text "U.S. FOOD & DRUG ADMINISTRATION" in blue.
March 8, 2019
DRGEM Corporation % Mr. Carl Alletto Consultant OTech Inc. 8317 Belew Drive MCKINNEY TX 75071
Re: K182537
Trade/Device Name: RADMAX Digital Imaging Software Regulation Number: 21 CFR 892.2050 Regulation Name: Picture archiving and communications system Regulatory Class: Class II Product Code: LLZ Dated: January 11, 2019 Received: January 29, 2019
Dear Mr. Alletto:
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. Although this letter refers to your product as a device, please be aware that some cleared products may instead be combination products. The 510(k) Premarket Notification Database located at https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpmn/pmn.cfm identifies combination product submissions. 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
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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) for devices or postmarketing safety reporting (21 CFR 4, Subpart B) for combination products (see https://www.fda.gov/CombinationProducts/GuidanceRegulatoryInformation/ucm597488.html; good manufacturing practice requirements as set forth in the quality systems (OS) regulation (21 CFR Part 820) for devices or current good manufacturing practices (21 CFR 4, Subpart A) for combination products; 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 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,
Hsl. 2. Nils
Thalia Mills, 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) K182537
Device Name RADMAX Digital Imaging Software
#### Indications for Use (Describe)
The RADMAX Digital Imaging Software, used together with a digital X-ray image processing system designed for acquiring images and processing acquired images. The main features of the software are controlling and interfacing the detector, acquiring images after X-ray, storing acquired images, managing data, and image processing. The RADMAX Digital Imaging Software, is not intended for the acquisition of mammographic image data.
The X-ray generator is not part of the RADMAX Digital Imaging Software, device.
If the X-ray generator does not allow interfacing with external software the RADMAX Digital Imaging Software device cannot be interfaced with X-ray Generator.
However, when using third-party generator, use the AED function to acquire the image by sensing the X-ray photon. When using the DRGEM Corporation, generator (models GXR, GXR-U), the RADMAX Digital Imaging Software can only select or change values of X-ray exposure parameters (kVP, mAs or kVP, mA or density).
Type of Use (Select one or both, as applicable)
| <div> <span style="text-decoration: overline;">☑</span> Prescription Use (Part 21 CFR 801 Subpart D) </div> |
|-------------------------------------------------------------------------------------------------------------------------|
| <div> <span style="text-decoration: overline;">☐</span> Over-The-Counter Use (21 CFR 801 Subpart C) </div> |
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This 510(k) Summary of safety and effectiveness information is being submitted in accordance with the requirements of 21 CFR Part 807.87(h):
### Date Prepared:
January 9, 2019
Submitter's Information: 21 CFR 807.92(a)(1)
Mr. Ki-Nam YANG Director | QM representative DRGEM Corporation 7F E-B/D Gwangmyeong Techno-Park 60, Haan-ro, Gwangmyeong-si, Gyeonggi-do, 14322 Korea Email: radcheck@drgem.co.kr
Trade Name, Common Name and Classification: 21 CFR 807.92(a)(2)
Product Name: RADMAX Digital Imaging Software Common Name: Picture, archive and communications system Classification Name: System, Image Processing, Radiological Product Code: LLZ
## Predicate Device: 21 CFR 807. 92(a)(3)
The RADMAX Digital Imaging Software is substantially equivalent to K123650:
| Device Classification Name | System, Image Processing, Radiological |
|------------------------------|------------------------------------------------------|
| 510(K) Number | K123650 |
| Device Name | ARIX RAD ACQUISITION CONSOLE |
| Applicant | COMPANIA MEXICANA DE RADIOLOGIA CGR,<br>S.A. DE C.V. |
| Regulation Number | 892.2050 |
| Classification Product Code | LLZ |
| Decision Date | 02/20/2013 |
| Decision | Substantially Equivalent (SESE) |
| Requlation Medical Specialty | Radiology |
| Summary | Summary |
| Type | Traditional |
Device Description: 21 CFR 807 92(a)(4)
The RADMAX Digital Imaging Software from DRGEM Corporation, is a digital Xray image processing system designed for acquiring images and processing acquired images. The software can be used together with a digital X-ray detector and or an X-Ray generator. The main features of the software are controlling and interfacing the detector, acquiring images after X-ray, storing acquired images, managing data, and image processing.
The X-ray generator or digital detector is not part of the RADMAX Digital lmaging Software, device. The RADMAX Digital Imaging Software does not control exposure or electrical charge and X-ray calibration. If the X-ray generator does not allow interfacing with external software like the RADMAX Digital Imaging Software device, then the software cannot be interfaced with X-ray
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Generator. The RADMAX Digital Imaging Software can only select or change values of X-ray exposure parameters (KVp. mA second or kVp. mAs) according to the defined value determined by each X-ray company.
The RADMAX Digital Imaging Software, is not intended for the acquisition of mammographic image data.
The RADMAX Digital Imaging Software device is not intended for the acquisition of mammographic image data and is meant to be used by qualified medical personnel only. The Users must be qualified to create and diagnose radiological image data.
The main functions of the RADMAX Imaging Software are as follows:
- . Acquisition and storage of digital X-ray images from a digital X-ray Detector.
- Input Study information (patient information, exam information). .
- . Management of stored (archived) images.
- Image processing for enhancement of archived images. ●
- Review of stored images. ●
- Editing of images. ●
- DICOM conformance (e.g. DICOM Storage, DICOM Work list, DICOM Print, etc.) ●
- For a DR system (X-ray machine and generator and Digital X-rav detector, etc.) or a need to interface with installed X-ray system, the:
- Ability to configure X-ray exposure condition (kVp, mA, Sec etc) for various body parts and positions.
- -Communication between the Generator Console and the RADMAX device.
The X-ray generator control function depends on the X-ray Generator company. The X-ray generator is not part of the RADMAX Digital Imaging Software device since the RADMAX device can only interface and control the Generator by the algorithm provided by the X-ray Company. The RADMAX device can only select or change values of X-ray exposure parameters (kVp, mA second or kVp; mAs) according to the defined value determined by each X-ray company.
The RADMAX Digital Imaging Software, device does not control exposure or electrical charge and or calibration of the X-ray equipment. If the X-ray generator does not allow interfacing with an external software like the RADMAX Imaging Software, then RADMAX, cannot be interfaced with the X-rav Generator.
### Indications for Use: 21 CFR 807 92(a)(5)
The RADMAX Digital Imaging Software, used together with a digital X-ray detector is a digital X-ray image processing system designed for acquiring images and processing acquired images. The main features of the software are controlling and interfacing the detector, acquiring images after X-ray, storing acquired images, managing data, and image processing. The RADMAX Digital Imaging Software, is not intended for the acquisition of mammographic image data.
The X-ray generator is not part of the RADMAX Digital Imaging Software, device.
If the X-ray generator does not allow interfacing with external software the RADMAX Digital Imaging Software device cannot be interfaced with X-ray Generator.
However, when using third-party generator, use the AED function to acquire the image by sensing the X-ray photon. When using the DRGEM Corporation, generator (models GXR, GXR-C, GXR-U), the RADMAX Digital Imaging Software can only select or change values of X-ray exposure parameters (kVP, mA, Time, or kVP, mAs or kVP, mA or density).
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## Technological Characteristics: 21 CFR 807 92(a)(6)
RADMAX Digital Imaging Software, is a software device that handles digital medical images. The device does not contact the patient, nor does it control any life sustaining devices. Diagnosis is not performed by the software but by Radiologists, Clinicians and or referring Physicians. A physician, providing ample opportunity for competent human intervention interprets images and information being displayed and printed.
The subject device does not raise any new potential safety risks and is equivalent in performance to the existing legally marketed devices. Both systems have been developed to replace traditional film handling in radiology. The 2 devices are substantially equivalent in the areas of design, architecture, general function, application, and intended use.
The following table compares the predicate device and the new device. Any differences between the predicate and the new device has no impact on safety or efficacy of the new device and does not raise any new potential or increased safety risks and is equivalent in performance to existing legally marketed devices.
| Item | Functionality | Subject Device: RADMAX<br>Digital Imaging Software | Predicate K123650<br>ARIX RAD Acquisition<br>Console | If different, Impact on Safety and or<br>Efficacy |
|------|--------------------------------|--------------------------------------------------------------------------------------|------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 1 | Computer &<br>Operating System | Microsoft Windows 10<br>(minimum) | Microsoft Windows<br>XP/Windows 7<br>(minimum) | Yes, there is a difference. Differences are<br>in the processor speeds, Windows<br>operating system, amount of RAM<br>memory, monitors, and hard drive space<br>requirements. These differences are due<br>to the state of computer technology that<br>was available at the time the predicate<br>device was developed. There is "No<br>impact on safety or efficacy" and there are<br>no new potential or increased safety risks. |
| 2 | Intended use | Acquiring, viewing, editing<br>and storing radiographs and<br>related patient images | Same | No difference |
| 3 | Intended user | radiologist | radiologist | No difference |
| 4 | Network | 10/100/100 Ethernet | Same | No difference |
| 5 | Monitor | Two color display adaptors<br>1920x1080 | 19-inch monitor using<br>1280x1024 | Yes, there is a difference. See item 1<br>above. |
| 6 | User interaction/input | Mouse, keyboard, touch<br>monitor | Same | No difference |
| 7 | Multi-user | Available, but at a time, only<br>one user can use it | Same | No difference |
| 8 | Import / export<br>images | Yes | Yes | No difference |
| 9 | Acquisition devices | Digital X-Ray detectors | Digital X-Ray<br>detectors | No difference |
| 10 | Imaging interfaces | Detector dependent | Detector dependent | Yes, there is a difference. Subject device<br>uses Flat panel detectors cleared by FDA:<br>K171138, & K172951 |
| 11 | Image organization | Yes. Patient ID, Name,<br>study instance UID | Same | No difference |
| 12 | Image search<br>available | Yes | Yes | No difference |
| 13 | Image storage | Yes | Yes | No difference |
| 14 | Database software | MySQL | MySQL | No difference |
| 15 | Image viewing | Yes | Yes | No difference |
| 16 | Image measurement | Yes | Yes | No difference |
| 17 | Image annotation | Yes | Yes | No difference |
| 18 | Image operations | Yes | Yes | No difference |
| 19 | Security | Yes (Priority by user) | Same | No difference |
| 20 | DICOM 3.0<br>compatibility | Yes | Yes | No difference |
| 21 | Generator Control | Yes | Yes | No difference |
| 22 | Generator Control<br>Protocol | Generator dependent | Generator dependent | No difference |
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| Item | Functionality | Subject Device: RADMAX<br>Digital Imaging Software | Predicate K123650<br>ARIX RAD Acquisition<br>Console | If different, Impact on Safety and or<br>Efficacy |
|------|-------------------------------------------------------|----------------------------------------------------|------------------------------------------------------|---------------------------------------------------|
| 23 | RAW Image data<br>processing | Yes | Yes | No difference |
| 24 | Post image data<br>processing | Yes | Yes | No difference |
| 25 | RIS code manager | Yes | Yes | No difference |
| 26 | Worklist | Yes | Yes | No difference |
| 27 | Patient size/Laterality | Yes | Yes | No difference |
| 28 | Display radiographic<br>technique, kV, mA,<br>ms, mAs | Yes | Yes | No difference |
| 29 | Thumbnail viewing | Yes | Yes | No difference |
| 30 | Login | Yes | Yes | No difference |
| 31 | New patient manual<br>register | Yes | Yes | No difference |
| 32 | X-Ray generator<br>window | Yes | Yes | No differences |
| 33 | Bucky selection | Yes | Yes | No difference |
| 34 | Body part | Yes | Yes | No difference |
| 35 | Generator status<br>display | Yes | Yes | No difference |
| 36 | Image reset | Yes | Yes | No difference |
| 37 | panning | Yes | Yes | No difference |
| 38 | Magnify glass | Yes | Yes | No difference |
| 39 | Fit image | Yes | Yes | No difference |
| 40 | Image Stitching | Yes | Yes | No difference |
| 41 | Series/Image list | Yes | Yes | No difference |
#### Nonclinical Testing:
The complete system configuration has been assessed and tested at the factory and has passed all predetermined in-house testing criteria. The Validation Test Plan was designed to evaluate all input functions, output functions, and actions performed by the RADMAX Digital Imaging Software and followed the process documented in the System Validation Test Plan.
Nonclinical testing results are provided in the 510(k). Validation testing indicated that as required by the risk analysis, designated individuals performed all verification and validation activities and that the results demonstrated that the predetermined acceptance criteria were met.
### Conclusion: 21 CFR 807 92(b)(1)
The 510(k) Pre-Market Notification for the RADMAX Digital Imaging Software, device contains adequate information, data, and nonclinical test results to enable FDA - CDRH to determine substantial equivalence to the predicate device.
The subject device will be manufactured in accordance with the voluntary standards listed in the voluntary standard survey. The new device and predicate devices are substantially equivalent in the areas of technical characteristics, general function, application, and intended use does not raise any new potential safety risks and is equivalent in performance to existing legally marketed devices.
Nonclinical tests demonstrate that the device is as safe, as effective, and performs as well as the predicate device.
Therefore, RADMAX Digital Imaging Software, is substantially equivalent to the predicate device.
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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.