The portable x-ray system may be used for diagnostic imaging of body extremities. - Not for mammography use - This device is not intended to replace a stationary radiographic system, which may be required for full optimization of image quality and radiation exposure for different exam types.
Device Story
Battery-powered portable X-ray system (HnX-P1, HnX-PB) for diagnostic imaging of body extremities; handheld or stand-mounted. System comprises LCD control panel, X-ray generator, X-ray tube, collimator, and cart/stand. User adjusts kV and mAs parameters via soft-touch buttons; system control software manages high-voltage tank and X-ray tube excitation. Device integrates with external flat-panel detectors or film-cassettes and separate image processing software. Used in clinical facilities by healthcare providers to capture radiographic images; output used for diagnostic decision-making. Benefits include portability for point-of-care imaging.
Clinical Evidence
No clinical studies were performed. Bench testing included review of 30 clinical image samples (elbows, hands, knees, ankles, feet) by clinicians, confirming good quality and clinical utility. Safety and performance verified via testing to IEC 60601-1, IEC 60601-1-2, IEC 60601-1-3, IEC 60601-1-6, IEC 60601-2-28, IEC 60601-2-54, IEC 62304, IEC 62366, ISO 14971, and ISO 15223-1.
Technological Characteristics
Battery-powered (Li-Polymer 29.6Vdc) high-frequency X-ray generator. Dimensions: 293.4 x 151.8 x 256.5 mm; Weight: 3.5kg. kVp range: 50-90kVp. User interface: soft-touch push buttons. Software-controlled via system control board. Complies with IEC 60601 series and ISO 14971/15223-1 standards.
Indications for Use
Indicated for diagnostic imaging of body extremities. Not for mammography. Not intended to replace stationary radiographic systems.
Regulatory Classification
Identification
A mobile x-ray system is a transportable device system intended to be used to generate and control x-ray for diagnostic procedures. This generic type of device may include signal analysis and display equipment, patient and equipment supports, component parts, and accessories.
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FDA U.S. FOOD & DRUG ADMINISTRATION
August 4, 2025
H&abyz Co., Ltd.
% Jimin Han
1F, 2-dong, 41-16 Cheoinseong-ro, Namsa-myeon, Cheoin-gu
YONGIN-SI, GYEONGGI-DO 17118
SOUTH KOREA
Re: K251223
Trade/Device Name: HnX-P1, HnX-PB
Regulation Number: 21 CFR 892.1720
Regulation Name: Mobile X-Ray System
Regulatory Class: Class II
Product Code: IZL
Dated: April 10, 2025
Received: July 2, 2025
Dear Jimin Han:
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 (the 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 available 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.
U.S. Food & Drug Administration
10903 New Hampshire Avenue
Silver Spring, MD 20993
www.fda.gov
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K251223 - Jimin Han
Page 2
Additional information about changes that may require a new premarket notification are provided in the FDA guidance documents entitled "Deciding When to Submit a 510(k) for a Change to an Existing Device" (https://www.fda.gov/media/99812/download) and "Deciding When to Submit a 510(k) for a Software Change to an Existing Device" (https://www.fda.gov/media/99785/download).
Your device is also subject to, among other requirements, the Quality System (QS) regulation (21 CFR Part 820), which includes, but is not limited to, 21 CFR 820.30, Design controls; 21 CFR 820.90, Nonconforming product; and 21 CFR 820.100, Corrective and preventive action. Please note that regardless of whether a change requires premarket review, the QS regulation requires device manufacturers to review and approve changes to device design and production (21 CFR 820.30 and 21 CFR 820.70) and document changes and approvals in the device master record (21 CFR 820.181).
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 (reporting of medical device-related adverse events) (21 CFR Part 803) for devices or postmarketing safety reporting (21 CFR Part 4, Subpart B) for combination products (see https://www.fda.gov/combination-products/guidance-regulatory-information/postmarketing-safety-reporting-combination-products); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820) for devices or current good manufacturing practices (21 CFR Part 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR Parts 1000-1050.
All medical devices, including Class I and unclassified devices and combination product device constituent parts are required to be in compliance with the final Unique Device Identification System rule ("UDI Rule"). The UDI Rule requires, among other things, that a device bear a unique device identifier (UDI) on its label and package (21 CFR 801.20(a)) unless an exception or alternative applies (21 CFR 801.20(b)) and that the dates on the device label be formatted in accordance with 21 CFR 801.18. The UDI Rule (21 CFR 830.300(a) and 830.320(b)) also requires that certain information be submitted to the Global Unique Device Identification Database (GUDID) (21 CFR Part 830 Subpart E). For additional information on these requirements, please see the UDI System webpage at https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-assistance/unique-device-identification-system-udi-system.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to https://www.fda.gov/medical-devices/medical-device-safety/medical-device-reporting-mdr-how-report-medical-device-problems.
For comprehensive regulatory information about medical devices and radiation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-assistance) and CDRH Learn (https://www.fda.gov/training-and-continuing-education/cdrh-learn). 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 (https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-
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K251223 - Jimin Han
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assistance/contact-us-division-industry-and-consumer-education-dice) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
Sincerely,

Lu Jiang, Ph.D.
Assistant Director
Diagnostic X-Ray Systems Team
DHT8B: Division of Radiological Imaging Devices and Electronic Products
OHT8: Office of Radiological Health
Office of Product Evaluation and Quality
Center for Devices and Radiological Health
Enclosure
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FORM FDA 3881 (8/23)
Page 1 of 1
PSC Publishing Services (301) 443-6740
EF
| DEPARTMENT OF HEALTH AND HUMAN SERVICES Food and Drug Administration Indications for Use | Form Approved: OMB No. 0910-0120 Expiration Date: 07/31/2026 See PRA Statement below. |
| --- | --- |
| 510(k) Number (if known) K251223 | |
| Device Name HnX-P1, HnX-PB | |
| Indications for Use (Describe) The portable x-ray system may be used for diagnostic imaging of body extremities. - Not for mammography use - This device is not intended to replace a stationary radiographic system, which may be required for full optimization of image quality and radiation exposure for different exam types. | |
| Type of Use (Select one or both, as applicable) ☑ Prescription Use (Part 21 CFR 801 Subpart D) ☐ Over-The-Counter Use (21 CFR 801 Subpart C) | |
| CONTINUE ON A SEPARATE PAGE IF NEEDED. | |
| This section applies only to requirements of the Paperwork Reduction Act of 1995. *DO NOT SEND YOUR COMPLETED FORM TO THE PRA STAFF EMAIL ADDRESS BELOW.* | |
| The burden time for this collection of information is estimated to average 79 hours per response, including the time to review instructions, search existing data sources, gather and maintain the data needed and complete and review the collection of information. Send comments regarding this burden estimate or any other aspect of this information collection, including suggestions for reducing this burden, to: Department of Health and Human Services Food and Drug Administration Office of Chief Information Officer Paperwork Reduction Act (PRA) Staff PRAStaff@fda.hhs.gov | |
| "An agency may not conduct or sponsor, and a person is not required to respond to, a collection of information unless it displays a currently valid OMB number." | |
{4}
K251223
H&abyz
# 510(k) Summary
## 1. Submitter's Information
- Name of Manufacturer: H&abyz Co. Ltd.
- Address: 1F, 2-Dong, 41-16 Cheoinseong-Ro, Namsa-Myeon, Cheoin-Gu, Yongin-Si, Gyeonggi-Do, Republic of Korea [17118]
- Contact Name: Jimin Han / RA Manager
- Telephone No.: +82 010 8450 6678
- Email Address: hjm@abyzr.com
- Registration No.: 3016674851
- Date Prepared.: April 10, 2025
## 2. Trade Name, Common Name, Classification
| Trade/Device/Model Name | HnX-P1, HnX-PB |
| --- | --- |
| Common Name | Portable X-ray System |
| Device Classification Name | Mobile X-ray System |
| Regulation Number | 21 CFR 892.1720 |
| Classification Product Code | IZL |
| Device Class | II |
| 510(k) Review Panel | Radiology |
510(k) Summary
1 / 6
Potable X-ray System (HnX-P1, HnX-PB)
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H&abyz
# 3. Identification of Predicate Device(s)
The identified predicate device within this submission is shown as follow;
## Predicate Device#1
- 510(k) Number: K182207
- Applicant: MinXray, Inc.
- Trade/Device Name: TR90BH
- Regulation Name: Mobile x-ray system
- Classification Name: System, X-ray, Mobile
- Regulation Number: 21 CFR 892.1720
- Classification Product Code: IZL
- Device Class: II
- 510(k) Review Panel: Radiology
510(k) Summary
2 / 6 Potable X-ray System (HnX-P1, HnX-PB)
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H&abyz
# 4. Description of the Device
This device is a battery-powered portable X-ray System, designed and manufactured by H&abyz. This portable radiographic system (Model: HnX-P1, HnX-PB) consists of an LCD display with up and down soft-keys for controlling kV, an X-ray generator (line-powered transformer), an X-ray tube assembly, a collimator and a cart. It can also use a stand instead of a cart. The HnX-P1 is used with a film-cassette or flat-panel detector. (The film-cassette or flat-panel detector, cart, and stand are not included in the basic components of the product.)
The major components of the X-ray main unit include handle, enclosure, main control panel, system control board, high-voltage tank, inverter, collimator (beam limiter), and system control software running on the system control board. The system control software is for real-time interaction and control with various circuit modules inside the X-ray generator. The software responds to user operations on the control panel. The user can adjust and control the kV and mAs parameters, and the software will display the parameters or directly load the APR parameters. The software loads the control data from X-ray output into the high-voltage generation control circuit of the system control board, and control the high-voltage tank to generate high-voltage to excite the X-ray tube inside to emit X-rays, control the switch of the collimator, and monitor the working status of the device, and control the display of the status indicators.
The system is for X-ray imaging and diagnosis in facilities with portable or fixing sites. The device can be used with an X-ray flat panel detector, a computer for receiving and detecting signal results and an image processing software. This portable X-ray System is designed for handheld or stand-mounted imaging.
# 5. Indications for use
The portable x-ray system may be used for diagnostic imaging of body extremities.
- Not for mammography use
- This device is not intended to replace a stationary radiographic system, which may be required for full optimization of image quality and radiation exposure for different exam types.
# 6. Comparison of technological characteristics with the predicate device
| Item | Proposed Device | Predicate Device#1 |
| --- | --- | --- |
| K Number | K251223 | K182207 |
| Manufacturer | H&abyz Co., Ltd. | MinXray, Inc. |
| Trade/Device Name | HnX-P1, HnX-PB | TR90BH |
| Common Name | Portable X-ray system | Portable X-ray system |
| Product Code | IZL | IZL |
| Regulation Number | 21 CFR 892.1720 | 21 CFR 892.1720 |
| 510(k) Review Panel | Radiology | Radiology |
| Indications for Use | The portable x-ray system may be used for diagnostic imaging of body extremities.
- Not for mammography use
- This device is not intended to replace a stationary radiographic system, which may be required for full optimization of image quality and radiation exposure for different exam types. | This is a portable X-ray system with following limitations of use: The device may be used for handheld diagnostic imaging of body extremities.
The device may be used for stand mounted diagnostic imaging of head, abdomen, or extremities. The device may be used for stand mounted imaging of the chest when used without a grid.
- Not to be used on bariatric patients, |
510(k) Summary
Portable X-ray System (HnX-P1, HnX-PB)
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H&abyz
| Item | Proposed Device | Predicate Device#1 |
| --- | --- | --- |
| | | unless imaging body extremities
- Not for mammography use
- This device is not intended to replace a stationary radiographic system, which may be required for full optimization of image quality and radiation exposure for different exam types. |
| Weight | 3.5kg | 7.5kgs |
| Size | 293.4 x 151.8 x 256.5 mm | 219 x 350 x 190 mm |
| Energy Source: | Li-Polymer Rechargeable Battery (29.6Vdc, 1,470mAh) | Lithium-ion Rechargeable Battery (57.6DC), 300 exposures per charge. |
| Use Interface | Soft touch push buttons | Soft touch push buttons |
| Exposure times: | sec: 0.040 ~ 2.000sec.
0.04, 0.05, 0.06, 0.075, 0.10, 0.125, 0.13, 0.16, 0.2, 0.25, 0.32, 0.40,0.5, 0.63, 0.8, 1.0, 1.25, 1.3, 1.6, 2.000 (20 Steps) | 0.01 sec – 1.0 sec : 0.01 sec Step
High Power Mode
0.01 sec – 0.3 sec : 0.01 sec Step |
| mA: | 10mA (@50kV ~ 70kV),
8mA (@71kV ~ 90kV) | 20 mA @ 40 kVDC – 60 kVDC (2 kVP steps)
15 mA @ 62 kVDC – 80 kVDC (2 kVP steps)
10 mA @ 82 kVDC – 90 kVDC (2 kVP steps)
High Power Mode
15 mA @ 82 kVDC – 90 kVDC (2 kVP steps) |
| Memory settings (technique) | 10 memories via APR mode | 5 memories via pushbutton |
| HF Generator | High Frequency | High Frequency |
| kW | 0.72kW | 1.35 kW |
| kVp | 50 – 90kVp | 40 – 90kVp |
| X-ray Tube | OX/90 | D-0814 |
| FDA Performance Standard | Complies | Complies |
| Collimator | DEPS126001 | Mikasa BLD34L |
| Photo | | |
510(k) Summary
4 / 6
Potable X-ray System (HnX-P1, HnX-PB)
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H&abyz
| Item | Proposed Device | Predicate Device#1 |
| --- | --- | --- |
| | [HnX-PB] | |
# 7. Non-Clinical Test summary
A total of 30 clinical image samples, including elbows, hands, knees, ankles, and feet, were reviewed by qualified clinicians and determined to be of good quality and clinically useful.
Software validation and risk analysis was performed.
Laboratory testing was performed according to the following standards:
| Standards | Safety/EMC Standards Description | FDA Recognition No. |
| --- | --- | --- |
| IEC 60601-1 | Medical electrical equipment, Part 1: General requirements for basic safety and essential performance | 19-49 |
| IEC 60601-1-2 | Medical electrical equipment - Part 1-2: General requirements for basic safety and essential performance - Collateral Standard: Electromagnetic disturbances - Requirements and tests | 19-36 |
| IEC 60601-1-3 | Medical electrical equipment - Part 1-3: General requirements for basic safety and essential performance - Collateral Standard: Radiation protection in diagnostic X-ray equipment | 12-336 |
| IEC 60601-1-6 | Medical electrical equipment - Part 1-6: General requirements for basic safety and essential performance - Collateral standard: Usability | 5-132 |
| IEC 60601-2-28 | Medical electrical equipment - Part 2-28: Particular requirements for the basic safety and essential performance of X-ray tube assemblies for medical diagnosis | 12-309 |
| IEC 60601-2-54 | Medical electrical equipment - Part 2-54: Particular requirements for the basic safety and essential performance of X-ray equipment for radiography and radioscopy | 12-348 |
| IEC 62304 | Medical device software - Software life cycle processes | 13-79 |
| IEC 62366 | Medical devices - Part 1: Application of usability engineering to medical devices | 5-129 |
| ISO 14971 | Medical devices - Application of risk management to medical devices | 5-125 |
| ISO 15223-1 | Medical devices - Symbols to be used with information to be supplied by the manufacturer - Part 1: General requirements | 5-134 |
1) Cybersecurity
- Cybersecurity in Medical Devices: Quality System Considerations and Content of Premarket Submissions (September 27, 2023)
2) Label
- CFR Part 801
510(k) Summary
Potable X-ray System (HnX-P1, HnX-PB)
{9}
H&abyz
## 8. Clinical studies
Clinical studies were not performed.
## 9. Substantial Equivalence
There are no significant differences between the HnX-P1 and HnX-PB compared to the predicate device, K182207, that would adversely affect their intended use. They are substantially equivalent in terms of indications for use and technological characteristics.
## 10. Conclusion
In accordance with the Federal Food, Drug, and Cosmetic Act and 21 CFR Part 807, and based on the information provided in this premarket notification, we conclude that the HnX-P1 and HnX-PB are substantially equivalent in terms of safety and effectiveness to the predicate device described herein.
510(k) Summary
6 / 6
Potable X-ray System (HnX-P1, HnX-PB)
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Learn the FDA Browser
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.