V SERIES MONITORING SYSTEM, 12.1 DCU/V12 AND 21.0 DCU/V21
K132026 · Mindray DS USA, Inc. · MHX · Dec 20, 2013 · Cardiovascular
Device Facts
Record ID
K132026
Device Name
V SERIES MONITORING SYSTEM, 12.1 DCU/V12 AND 21.0 DCU/V21
Applicant
Mindray DS USA, Inc.
Product Code
MHX · Cardiovascular
Decision Date
Dec 20, 2013
Decision
SESE
Submission Type
Abbreviated
Regulation
21 CFR 870.1025
Device Class
Class 2
Attributes
Pediatric
Indications for Use
The V Series Monitoring System is intra hospital use under the direct supervision of a licensed healthcare practitioner. The Indications for Use for the Endeavour include the monitoring of the following human physiological parameters: - ECG waveform derived from 3, 5, 6 and 12 Lead measurements - Heart Rate - Pulse Oximetry (SpO2) - ST Segment Analysis - Arrhythmia Detection - Non Invasive Blood Pressure (NIBP) - Invasive Blood Pressure (IBP) - Cardiac Output (CO) - Respiratory Gasses - Respiration Rate - Temperature The V Series Monitor has the capability of performing IV Drug and Hemodynamic Calculations and interfacing with network devices. The target populations are adult, pediatric and neonate with the exception of: - Arrhythmia detection and ST Segment Analysis, for which the target populations are adult and pediatric only. - IV Drug Calculations for which the target population is adult only, and - Cardiac Output for which the target population is adult and pediatric only.
Device Story
Modular multi-parameter patient monitor for intra-hospital use; operated by licensed healthcare practitioners. Inputs: ECG (3/5/6/12 lead), SpO2, NIBP/IBP, temperature, respiratory gases, cardiac output. System processes physiological signals to provide real-time waveforms, numeric values, trends, and alarms. Features include arrhythmia detection, ST segment analysis, IV drug/hemodynamic calculations, and network connectivity. Output displayed on integrated 12.1" or 21" screens; supports remote viewing, full disclosure, and event logging. Assists clinicians in patient assessment and hemodynamic management; facilitates timely clinical intervention through continuous monitoring and alarm notification.
Clinical Evidence
Bench testing only. Compliance with recognized performance, safety, and electromagnetic compatibility standards (IEC 60601 series, ISO 10993, ISO 9919, ASTM E1112, etc.) was used to demonstrate safety and performance. No clinical data was required.
Technological Characteristics
Modular patient monitoring system. Materials comply with ISO 10993-1. Sensing principles: ECG (electrodes), SpO2 (pulse oximetry), NIBP/IBP (pressure transducers), temperature (thermistor), respiratory gas (spectroscopy). Connectivity: Networked, serial port, eGateway. Software: Programmable electrical medical system. Sterilization: Not applicable (non-invasive/external). Standards: IEC 60601-1, IEC 60601-1-2, IEC 60601-1-8, ISO 9919, ASTM E1112, EC13, EC11, EC57.
Indications for Use
Indicated for intra-hospital monitoring of adult, pediatric, and neonate patients. Parameters include ECG, heart rate, SpO2, ST segment, arrhythmia, NIBP, IBP, cardiac output, respiratory gases, respiration rate, and temperature. Arrhythmia/ST analysis limited to adult/pediatric; IV drug calculations limited to adults; cardiac output limited to adult/pediatric.
Regulatory Classification
Identification
The arrhythmia detector and alarm device monitors an electrocardiogram and is designed to produce a visible or audible signal or alarm when atrial or ventricular arrhythmia, such as premature contraction or ventricular fibrillation, occurs.
Special Controls
*Classification.* Class II (special controls). The guidance document entitled “Class II Special Controls Guidance Document: Arrhythmia Detector and Alarm” will serve as the special control. See § 870.1 for the availability of this guidance document.
{0}------------------------------------------------
# 510(k) Summary V Series Monitoring System Monitoring System
This \$10(k) Summary is provided in accordance with the requirements of 21 CFR 807.92
| Date: | June 28, 2013 | | |
|---------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--|--|
| Submitter: | Mindray DS USA, Inc.<br>800 Mac Arthur Blvd<br>Mahwah, New Jersey 07430 | | |
| Contact: | Russell Olsen<br>Vice President, Quality and Regulatory Affairs<br>Telephone: 201.995.8391<br>Facsimile: 201.995.8605 | | |
| | Device Trade Name: V Series Monitoring System | | |
| Common Name: | Multi-Parameter Patient Monitor (with arrhythmia detection or alarms) | | |
| Device Classification: Primary: | §870.1025- MHX - Physiological, Patient Monitor, with Arrhythmia Detector or<br>Alarms<br>Secondary:<br>§870.1025- DSI - Arrhythmia Detector and Alarm<br>§870.1025- MLD - ST Segment with Alarm Monitor<br>§870.1110- DSK- Blood Pressure Computer<br>§870.1130- DXN - Non-invasive Blood Pressure Measurement System<br>§868.1400- CCK - Analyzer, Gas, Carbon-Dioxide, Gaseous-Phase<br>§868.1500- NHO/CBQ/NHQ/NHP - Enflurane Gas Analyzer<br>§868.1620- CBS - Halothane Gas Analyzer<br>§868.1700- CBR - Nitrous Oxide Gas Analyzer<br>§868.1720- CCL - Oxygen Gas Analyzer<br>§870.1425- DQK - Programmable Diagnostic Computer<br>§870.2300- DRT - Cardiac Monitor (Incl. Cardiotachometer and Rate Alarm)<br>§870.2700- DQA- Oximeter Sensor<br>§870.2700- MUD- Oximeter, Tissue Saturation<br>§880.2910- FLL - Clinical Electronic Thermometer<br>§870.1435- DXG - Single-function, Pre-programmed Diagnostic Computer<br>§822.1620- GWM- Intracranial Pressure Monitoring Device | | |
| Predicate Device: | Endeavour Monitoring System/K102004 | | |
Mindray DS USA, Inc. / V Series Monitoring System Monitoring System/ 510(k) Summary
،
{1}------------------------------------------------
## K132026 Page 2 of 5
Device Description: The V Series Monitoring System is a multi physiological parameter patient monitor. It is a modular system that allows the user to customize monitored parameters based on a patient's need or acuity level. Indications for Use: The V Series Monitoring System is intended for intra hospital use under the direct supervision of a licensed healthcare practitioner. The Indications for Use for the V Series Monitoring System include the monitoring of the following human physiological parameters: -ECG waveform derived from 3, 5, 6 and 12 lead measurements -Heart Rate -Pulse Oximetry (SpO3) -ST Segment Analysis -Arrhythmia Detection -Non Invasive Blood Pressure (NIBP) -Invasive Blood Pressure (IBP) -Cardiac Output (CO) -Respiratory Gasses -Respiration Rate -Temperature The V Series Monitoring System has the capability of performing IV Drug and Hemodynamic Calculations and interfacing with network devices. The target populations are adult, pediatric and neonate with the exception of: -Arrhythmia detection and ST Segment Analysis, for which the target populations are adult and pediatric only, -IV Drug Calculations for which the target population is adult only, and -Cardiac Output for which the target population is adult and pediatric only. The V Series utilizes the following modules for measuring the indicated parameters: ·VPS Module (multi parameter including 3/5/6/12 lead ECG, respiration, pulse oxymetry temperature, non invasive blood pressure and invasive blood pressure) ·Temperature Module ·Invasive Blood Pressure Module Cardiac Output Module · Respiratory Gas Module Technological Comparison to Predicate Device: The V Series Monitoring System is equivalent to predicated device respecting
Mindray DS USA, Inc. / V Series Monitoring System Monitoring System/ 510(k) Summary
indications for use, basic operation, performance specifications and energy
supply.
{2}------------------------------------------------
The V Series Monitoring System incorporates the new features and non significant system updates relative to the predicate:
- . Alarm Watch
- . Remote View
- V Access .
- . Additional channels for monitoring invasive blood pressure
- Additional channels for monitoring temperature .
- Addition of alternate vendor (Masimo) SpO ي .
- Addition of a serial port V Device Integrator .
- . CO- calibration
- . Module Status Dialogue
- . Connectivity to eGateway
- . Pulmonary Artery Insertion Display
- . Graphic Trends
- . ECG Full Disclosure
- . Events tab
- . Clearing patient history without discharge
- Interface to Camino Intracranial Pressure Monitor .
- Interface to Vigilance/ Vigilance II/Vigileo/EV1000 Monitor .
- VPS Synchronization .
- 21" Display .
- External Module Rack .
- Strip Recorder Module .
- . Interface to Mindray Gas Module III
- Interface to INVOS 5100C Cerebral/Somatic Oximeter �
- . 12 Lead ECG Interpretation
## Summary of Performance Testing:
The V Series Monitoring System has been tested and found to be in compliance with the following recognized performance, safety and electromagnetic compatibility standards:
| IEC 60601-1:1988 +A1:1991 +A2:1995 | Medical electrical Equipment -- General Requirements<br>for Safety |
|------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------|
| IEC 60601-1-1:2000 | Medical electrical equipment - Part 1-1: General<br>requirements for safety - Collateral standard: Safety<br>requirements for medical electrical systems |
| IEC 60601-1-2:2007 | Medical electrical equipment - Part 1-2: General<br>requirements for safety - Collateral standard:<br>Electromagnetic compatibility - Requirements and tests |
Mindray DS USA, Inc. / V Series Monitoring System Monitoring System/ 510(k) Summary
{3}------------------------------------------------
| IEC 60601-1-4:1996 + A1:1999 | Medical electrical equipment - Part 1-4: General<br>requirements for safety - Collateral standard:<br>Programmable electrical medical systems |
|----------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| IEC 60601-2-34:2000 | Medical electrical equipment - Part 2-34: Particular<br>requirements for the safety, including essential<br>performance, of invasive blood pressure<br>monitoring equipment |
| IEC 60601-1-8:2003 +A1 :2006 | Collateral Standard: General requirements, tests<br>and guidance for alarm systems in medical<br>electrical equipment and medical electrical systems |
| IEC 60601-2-27:2005 | Medical electrical equipment, Part 2: Particular<br>requirements for the safety of electrocardiographic<br>monitoring equipment |
| IEC 60601-2-25:1993 + A1:1999 | Medical electrical equipment, Part 2: Particular<br>requirements for the safety of electrocardiographs |
| IEC 60601-2-30:1999 | Medical electrical equipment. Part 2: Particular<br>requirements for the safety, including essential<br>performance, of automatic cycling non-invasive blood<br>pressure monitoring equipment. |
| ISO 10993-1:2003 | Biological evaluation of medical devices - Part 1:<br>Evaluation and testing. |
| ISO 15223: 2000 | Medical devices - Symbols to be used with medical<br>device labels, labeling and information to be supplied |
| ISO 14971:2007 | Medical devices -- Application of risk management<br>to medical devices |
| ISO 9919:2005 | Medical electrical equipment - Particular requirements<br>for the basic safety and essential performance of pulse<br>oximeter equipment for medical use |
| ANSPAAMI SP10:2002 + A1:2003 + A2:2006 | Manual, electronic or automated sphygmomanometers |
| ASTM E1112-00 (2006) | Standard Specification for Electronic Thermometers<br>for Intermittent Determination of Patient Temperature |
| EC13: 2002/(R)2007 | Cardiac monitors, heart rate meters, and alarms |
| EC11:1991/(R)2007 | Diagnostic electrocardiographic devices |
| EC57:1998/(R)2003 | Testing and Reporting Performance Results of Cardiac<br>Rhythm and ST-Segment Measurement Algorithms |
Mindray DS USA, Inc. / V Series Monitoring System Monitoring System/ 510(k) Summary
.
·
{4}------------------------------------------------
# K132026 Page 5 of 5
| EN ISO 21647:2004 + Cor 2006 | Medical electrical equipment — Particular requirements for<br>the basic safety and essential performance of respiratory<br>gas monitors |
|------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------|
|------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------|
### Summary of Clinical Testing: No clinical testing was required to confirm the safety and performance of the new features and non significant modification subject to this 510(k) submission. ﺍ Conclusion: Technological comparison of the V Series Monitoring System relative to the predicate device, compliance with applicable performance, safety and efectromagnetic compatibility standards, the V Series Monitoring System shall be considered substantially equivalent to the legally marketed predicate device (Endeavour Monitoring System / K102004).
Mindray DS USA, Inc. / V Series Monitoring System Monitoring System/ 510(k) Summary
{5}------------------------------------------------
Image /page/5/Picture/1 description: The image shows the logo for the U.S. Department of Health & Human Services. The logo consists of a stylized human figure with three arms, representing the department's mission to protect the health of all Americans and provide essential human services. The figure is enclosed in a circle with the text "DEPARTMENT OF HEALTH & HUMAN SERVICES USA" around the perimeter.
Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - WO66-G609 Silver Spring, MD 20993-002
December 20, 2013
Mindray DS USA, Inc. Mr. Russell Olsen Vice President, Quality and Regulatory Affairs 800 Macarthur Blvd Mahwah, NJ 07430
Re: K132026
Trade/Device Name: V Series Monitoring System, 12.1" DCU/V12 and 21.0" DCU/V21 Regulation Number: 21 CFR 870.1025 Regulation Name: Patient Physiological Monitor (With Arrhythmia Detection Or Alarms) Regulatory Class: Class II (two) Product Code: MHX, DSI, MLD, DSK, DXN, CCK, NHO, CBQ, NHQ, NHP, CBS, CBR, CCL, DQK, DRT, DQA, MUD, FLL, DXG, GWM Dated: November 8, 2013 Received: November 12, 2013
Dear Mr. Russell Olsen:
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.
{6}------------------------------------------------
## Page 2 - Mr. Russell Olsen
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 803); good manufacturing practice requirements as set forth in the quality systems (OS) regulation (21 CFR Part 820); and if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
If you desire specific advice for your device on our labeling regulation (21 CFR Part 801), please contact the Division of Small Manufacturers, International and Consumer Assistance at its tollfree number (800) 638-2041 or (301) 796-7100 or at its Internet address http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm. 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.
You may obtain other general information on your responsibilities under the Act from the Division of Small Manufacturers, International and Consumer Assistance at its toll-free number (800) 638 2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm.
Sincerely yours,
Owen P. Faris -S
for
Bram D. Zuckerman, M.D. Director Division of Cardiovascular Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
{7}------------------------------------------------
# K132026 Page 1 of 2
## Indications for Use
510(k) Number (if known):
Device Name: V Series Monitoring System
Indications for Use:
The V Series Monitoring System is intra hospital use under the direct supervision of a licensed healthcare practitioner. The Indications for Use for the Endeavour include the monitoring of the following human physiological parameters:
- . ECG waveform derived from 3, 5, 6 and 12 Lead measurements
- . Heart Rate
- . Pulse Oximetry (SpO2)
- ST Segment Analysis ●
- . Arrhythmia Detection
- . Non Invasive Blood Pressure (NIBP)
- Invasive Blood Pressure (IBP) .
- Cardiac Output (CO) .
- . Respiratory Gasses
- . Respiration Rate
- . Temperature
The V Series Monitor has the capability of performing IV Drug and Hemodynamic Calculations and interfacing with network devices.
The target populations are adult, pediatric and neonate with the exception of:
- Arrhythmia detection and ST Segment Analysis, for which the target populations are adult 8 and pediatric only.
- IV Drug Calculations for which the target population is adult only, and 해
- Cardiac Output for which the target population is adult and pediatric only. 트
| Prescription Use | X |
|-----------------------------|---|
| (Part 21 CFR 801 Subpart D) | |
AND/OR
| Over-The-Counter Use | |
|------------------------|--|
| (21 CFR 807 Subpart C) | |
(PLEASE DO NOT WRITE BELOW THIS LINE-CONTINUE ON ANOTHER PAGE IF NEEDED)
## Concurrence of CDRH, Office of Device Evaluation (ODE)
Page 1 of 2
---
{8}------------------------------------------------
Indications for Use (continued):
The V Series utilizes the following modules for measuring the indicated parameters:
- VPS Module (multi parameter including 3/5/6/12 lead ECG. respiration, pulse oxymetry . temperature, non invasive blood pressure and invasive blood pressure)
- . Temperature Module
- . Invasive Blood Pressure Module
- Cardiac Output Module .
- . Respiratory Gas Module
Page 4-3
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.