This Upper Arm Blood Pressure Monitor is intended to measure the systolic and diastolic blood pressure as well as the pulse rate of adult person. It can be used at medical facilities or at home.
Device Story
Upper Arm Blood Pressure Monitor (models ZK-B868, ZK-B869, ZK-B872, ZK-B876) uses oscillometric technique to measure systolic/diastolic blood pressure and pulse rate. Device components include microprocessor, pressure sensor, pump, deflation control valve, LCD screen, and arm cuff (420D polyester). User wraps cuff around arm (22-32cm circumference); device automatically inflates/deflates cuff; microprocessor processes pressure oscillations to calculate blood pressure and pulse. Results displayed on LCD; device includes memory for storing measurement sets and voice broadcast function. Powered by AA or AAA batteries or optional USB adapter. Used by adults in clinical or home settings. Output assists healthcare providers or patients in monitoring blood pressure trends.
Clinical Evidence
Bench testing only. Device verified against IEC 60601-1 (general safety), IEC 60601-1-11 (home healthcare), IEC 60601-1-2 (EMC), IEC 80601-2-30 (automated sphygmomanometers), and ISO 81060-2 (clinical validation). Biocompatibility of arm cuff confirmed per ISO 10993-1, -5, and -10.
Technological Characteristics
Oscillometric measurement principle. Components: microprocessor, pressure sensor, pump, valve, LCD. Materials: 420D polyester cuff (ISO 10993 compliant). Power: 4x AA or AAA batteries (6V DC) or optional USB adapter (5V/500mA). Connectivity: None (non-transmission). Standards: IEC 60601-1, IEC 60601-1-2, IEC 60601-1-11, IEC 80601-2-30, ISO 81060-2.
Indications for Use
Indicated for adult patients to measure systolic and diastolic blood pressure and pulse rate. Suitable for use in medical facilities or home environments.
Regulatory Classification
Identification
A noninvasive blood pressure measurement system is a device that provides a signal from which systolic, diastolic, mean, or any combination of the three pressures can be derived through the use of tranducers placed on the surface of the body.
{0}------------------------------------------------
Image /page/0/Picture/0 description: The image contains the logo of the U.S. Food and Drug Administration (FDA). On the left, there is a seal with the words "DEPARTMENT OF HEALTH & HUMAN SERVICES-USA" arranged in a circular pattern. To the right of the seal, there is the FDA logo in blue, with the words "U.S. FOOD & DRUG" on top and "ADMINISTRATION" below. The logo is simple and professional, reflecting the FDA's role in regulating food and drugs.
February 21, 2020
ShenZhen ZhengKang Technology Co., Ltd. % Becky Chen Registered Engineer Feiying Drug & Medical Consulting Technical Service Group B-3F 3005, Bldg.1, Southward Ruifeng Business Center No 22 Guimiao Rd. ShenZhen City, 518100 CHINA
Re: K191894
Trade/Device Name: Upper Arm Blood Pressure Monitor, Models: ZK-B868, ZK-B872, ZK-B876 Regulation Number: 21 CFR 870.1130 Regulation Name: Noninvasive Blood Pressure Measurement System Regulatory Class: Class II Product Code: DXN Dated: January 16, 2020 Received: January 22, 2020
Dear Becky Chen:
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.
{1}------------------------------------------------
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) for devices or postmarketing safety reporting (21 CFR 4, Subpart B) for combination products (see https://www.fda.gov/combination-products/guidance-regulatory-information/postmarketing-safety-reportingcombination-products); 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 https://www.fda.gov/medical-device-safety/medical-device-reportingmdr-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/medicaldevices/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-device-advice-comprehensive-regulatoryassistance/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.
for
Stephen Browning Assistant Director Division of Cardiac Electrophysiology, Diagnostics and Monitoring Devices Office of Cardiovascular Devices Office of Product Evaluation and Ouality Center for Devices and Radiological Health
Enclosure
{2}------------------------------------------------
# Indications for Use
510(k) Number (if known) K191894
Device Name
Upper Arm Blood Pressure Monitor (Model: ZK-B868, ZK-B869, ZK-B872, ZK-B876)
Indications for Use (Describe)
This Upper Arm Blood Pressure Monitor is intended to measure the systolic and diastolic blood pressure as well as the pulse rate of adult person. It can be used at medical facilities or at home.
| Type of Use (Select one or both, as applicable) |
|-------------------------------------------------|
|-------------------------------------------------|
Prescription Use (Part 21 CFR 801 Subpart D)
|X | 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."
{3}------------------------------------------------
# 510 (k) Summary
This "510(k) Summary" of 510(k) safety and effectiveness information is submitted in accordance with requirements of Title 21, CFR Section 807.92.
# (1) Applicant information:
| 510(k) owner's name: | ShenZhen ZhengKang Technology Co., Ltd. |
|----------------------------|---------------------------------------------------------------------------------------------------------------------------------|
| Address: | 3/F, Building A, No. 3 FuXing Yi Lane, HeHua<br>Community, PingHu Street, LongGang District, ShenZhen<br>City, GuangDong, China |
| Contact person: | Huayong Yang |
| Phone number: | +86 755 8326 0864 |
| Fax number: | +86 755 8326 0864 |
| Email: | 893488645@qq.com |
| Date of summary prepared: | July 11, 2019 |
| Reason for the submission: | New device, there were no prior submissions for the device. |
## (2) Proprietary name of the device
| Trade name/model: | Upper Arm Blood Pressure Monitor /<br>Model: ZK-B868, ZK-B869, ZK-B872, ZK-B876 |
|--------------------|---------------------------------------------------------------------------------|
| Common name: | Noninvasive blood pressure measurement system |
| Regulation number: | 21CFR 870.1130 |
| Product code: | DXN |
| Review panel: | Cardiovascular |
| Regulation class: | Class II |
#### (3) Predicate device
| Sponsor | Shenzhen Jamr Medical Technology CO., Limited |
|-----------------------|----------------------------------------------------------------|
| Device Name and Model | Digital Blood Pressure Monitor Models: B01, B02, B05 &<br>B06T |
| 510(k) Number | K172171 |
| Product Code | DXN |
| Regulation Number | 21CFR 870.1130 |
| Regulation Class | Class II |
#### (4) Description/ Design of device:
The Upper Arm Blood Pressure Monitor, including ZK-B869, ZK-B869, ZK-B872 and ZK-B876, can automatically complete the inflation and measurement, which can
{4}------------------------------------------------
measure systolic and diastolic blood pressure as well as the pulse rate of adult person with arm circumference ranging from 22 cm to 32cm by the oscillometric technique. User can select the blood pressure unit mmHg or KPa. The initial inflation pressure of the cuff is zero pressure. When start the device, the cuff will be inflated and deflated.
The device consists of the microprocessor, pressure sensor, operation keys, pump, deflation control valve, LCD screen and arm cuff. The ZK-B868 is powered by 4 AA dry batteries (DC 6V), other models are powered by 4 AAA dry batteries (DC 6V).
The device has a memory function that automatically stores some sets data of the latest measurements. It can also display the latest measurement result. Additionally, the device also can read the data through voice broadcast function.
The four models have the same intended use, working principle, measuring range, accuracy, cuff, conformance standard; only in appearance and power supply have some difference.
#### (5) Intended use / indications:
This Upper Arm Blood Pressure Monitor is intended to measure the systolic and diastolic blood pressure as well as the pulse rate of adult person. It can be used at medical facilities or at home.
#### (6) Materials
| Component name | Material of<br>Component | Body Contact<br>Category | Contact Duration |
|----------------|--------------------------|--------------------------|--------------------|
| Arm cuff | 420D polyester | Surface skin contact | Less than 24 hours |
We have directly purchased arm cuff from qualified supplier which has obtained Biocompatibility test reports. For details, please refer to "Biocompatibility Discussion".
| Item | Targeted device | Predicate device | Remark |
|-------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------|
| Trade name | Upper Arm Blood Pressure<br>Monitor (Models:<br>ZK-B868, ZK-B869,<br>ZK-B872, ZK-B876) | Digital Blood Pressure<br>Monitor (Models: B01, B02,<br>B05 & B06T) | / |
| 510 (k) number | Pending | K172171 | / |
| Regulation<br>number | 21CFR 870.1130 | 21 CFR 870.1130 | Same |
| Regulation<br>description | Noninvasive blood pressure<br>measurement system | Noninvasive blood pressure<br>measurement system | Same |
| Product code | DXN | DXN | Same |
| Class | II | II | Same |
| Indications for | This Upper Arm Blood | Digital blood pressure | Same |
| Item | Targeted device | Predicate device | Remark |
| Intended use | Pressure Monitor is intended to measure the systolic and diastolic blood pressure as well as the pulse rate of adult person. It can be used at medical facilities or at home. | monitor is intended to measure the systolic and diastolic blood pressure as well as the pulse rate of adult person. It can be used at medical facilities or at home. | |
| Intended patient | Adult | Adult | Same |
| Location for use | OTC | OTC | Same |
| Environment of use | Medical facilities or home | Medical facilities or home | Same |
| Operation principle | Oscillometric | Oscillometric | Same |
| Measurement range | Pressure: 0-295mmHg<br>Pulse Rate: 40-195bpm | Pressure: 0-280mmHg<br>Pulse Rate: 40-199bpm | Similar<br>Note 1 |
| Accuracy | Pressure:<br>$±3mmHg(±0.4kPa)$<br>Pulse Rate: ±5% | Pressure:<br>$±3mmHg(±0.4kPa)$<br>Pulse Rate: ±5% | Same |
| Display screen | LCD | LCD | Same |
| Scale selection | mmHg/KPa | mmHg/KPa | Same |
| Cuff circumference | 22cm~32cm | 22cm~40 cm | Similar -<br>Within the<br>scope of<br>predicate<br>device |
| Memory | 2*99 sets | 2*120 sets (B01/02/05)<br>1*99 sets (B06T) | Similar -<br>Within the<br>scope of<br>predicate<br>device |
| Irregular pulse detection | Yes | Yes (B01/02/05)<br>No (B06T) | Same |
| Power supply | Battery:<br>4 AA batteries<br>(DC6V)-(ZK-B868)<br>4 AAA batteries<br>(DC6V)-(ZK-B869 | 4 AAA batteries (6V DC)-(B01/02/05)<br>Built-in high capacity lithium battery 3.7V 800 mAh-B06T | Similar<br>Note 2 |
| Item | Targeted device | Predicate device | Remark |
| | /ZK-B872 /ZK-B876) | | |
| | OR optional adapter with | | |
| | USB cable (DV5V/500mA) | | |
| Operating<br>Environment | Temperature:<br>+5°C~+40°C;<br>Humidity:<br>15~80%RH | Temperature:<br>+5°C~+40°C;<br>Humidity:<br>10~93%RH | Similar |
| Storage<br>Environment | Temperature:<br>-20°C~+55°C;<br>Humidity:<br>10~93%RH | Temperature:<br>-25°C~+70°C;<br>Humidity:<br>10~93%RH | Similar |
| Type of<br>transmission | Non-transmission | Transmission by Bluetooth<br>(B06T)<br>non-Transmission<br>(B01/02/05) | Same |
| Compliance<br>with voluntary<br>standards | IEC 60601-1;<br>IEC 60601-1-2;<br>IEC 60601-1-11;<br>IEC 80601-2-30;<br>ISO 10993-1,-5,-10<br>ISO 81060-2 | IEC 60601-1;<br>IEC 60601-1-2;<br>IEC 60601-1-11;<br>IEC 80601-2-30;<br>ISO 10993-1,-5,-10<br>ISO 81060-2 | Same |
#### (7) Technological characteristics and substantial equivalence:
{5}------------------------------------------------
{6}------------------------------------------------
ShenZhen ZhengKang Technology Co., Ltd. 510(k)s - Section 7. 510 (k) Summary
#### Comparison in details:
#### Note 1:
Although the pressure measurement range is a little different between the targeted and predicate device, the difference is insignificant and do not affect safety and effectiveness. And the targeted device have been validated all the full claimed range.
#### Note 2:
Although power supply is different between the targeted and predicate device, the difference is insignificant and do not affect safety and effectiveness.
#### Conclusion:
Upper Arm Blood Pressure Monitor is substantial equivalent to the predicate device.
#### (8) Performance Data:
The following performance data have been conducted to verify that the Upper Arm Blood Pressure Monitor meets all design specifications which supports the conclusion that it's Substantially Equivalent (SE) to the predicate device. The testing results demonstrate that the targeted device complies with the following standards:
# Biocompatibility Testing:
The biocompatibility evaluation for the body-contacting component (arm cuff) of this
{7}------------------------------------------------
device was conducted in accordance with the "Use of International Standard ISO 10993-1, Biological Evaluation of Medical Device - Part 1: Evaluation and Testing Within a Risk Management Process", as recongnized by FDA. The arm cuff has performed and passed the Biocompatibility test. So we have reason to believe that the arm cuff is safe for the users. The arm cuff complies with the following standards:
- ISO 10993-5, Biological Evaluation Of Medical Devices -- Part 5: Tests For A InVitro Cytotoxicity
- A ISO 10993-10, Biological Evaluation Of Medical Devices - Part 10: Tests For Irritation And Skin Sensitization.
## Electrical and EMC Safety:
The electrical safety and EMC safety testing was performed to, and passed. the following standards:
- A IEC 60601-1, Medical electrical equipment -- Part 1: General requirements for basic safety and essential performance
- A IEC 60601-1-11, Medical electrical equipment -- Part 1-11: General requirements for basic safety and essential performance -- Collateral standard: Requirements for medical electrical equipment and medical electrical systems used in the home healthcare environment
- > 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
#### Performance:
The performance testing was performed to, and passed, the following standards:
- IEC 80601-2-30, Medical Electrical Equipment -- Part 2-30: Particular A Requirements For The Basic Safety And Essential Performance Of Automated Non-Invasive Sphygmomanometers
- > ISO 81060-2. Non-Invasive Sphygmomanometers -- Part 2: Clinical Validation of Automated Measurement Type
#### Software:
We have also conducted Software verification and validation test according to the requirements of the FDA "Guidance for Pre Market Submissions and for Software Contained in Medical Devices".
#### Summary:
Based on the above performance as documented in this application, the Upper Arm Blood Pressure Monitor was found to have a safety and effectiveness profile that is similar to the predicate device.
{8}------------------------------------------------
## (9) Conclusion
In accordance with the Federal Food, Drug and Cosmetic Act, 21 CFR Part 807 and based on the comparison of intended use, design, materials and performance, the Upper Arm Blood Pressure Monitor is to be concluded substantial equivalent to its predicate devices.
Predicate graph will load when search results are available.
Embedding visualization will load when search results are available.
PDF viewer will load when search results are available.
Loading panels...
Select an item from Submissions
Click any panel, subpart, regulation, product code, or device to see details here.
Section Matches
Results will appear here.
Product Code Matches
Results will appear here.
Special Control Matches
Results will appear here.
Loading collections...
Loading
My Alerts
You will receive email notifications based on the filters and frequency you set for each alert.
Sort by:
Create Alert
Search Filters
Agent Token
Create a read-only bearer token for Claude, ChatGPT, or other agents that can call HTTP APIs.
Copy this now. It will not be shown again.
Connected apps
Apps you authorized through browser sign-in. Disconnecting revokes their access immediately.
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.