K233486 · ZOLL Medical Corporation · CBK · Dec 13, 2024 · Anesthesiology
Device Facts
Record ID
K233486
Device Name
731 Series Ventilator
Applicant
ZOLL Medical Corporation
Product Code
CBK · Anesthesiology
Decision Date
Dec 13, 2024
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 868.5895
Device Class
Class 2
Attributes
Therapeutic, Pediatric
Indications for Use
Each model of the ZOLL 731 Series of Ventilators is indicated for use in the management of infant through adult patients weighing greater than or equal to 5 kg with acute or chronic respiratory failure or during resuscitation by providing continuous positive-pressure ventilation. ZOLL Ventilators are appropriate for use in hospitals, outside the hospital, during transport and in severe environments where they may be exposed to rain, dust, rough handling, and extremes in temperature and humidity. With an appropriate third-party filter in place, they may be operated in environments where chemical and/or biological toxins are present. When marked with an "MRI conditional" label, ZOLL ventilators are suitable for use in an MRI environment with appropriate precautions. ZOLL ventilatiors are intended for use by skilled care providers with knowledge of mechanical ventilation, emergency medical services (EMS) personnel with a basic knowledge of mechanical ventilation, and by first responders under the direction of skilled medical care providers. The ZOLL Ventilator pulse oximeter with Masimo SET technology is intended for use for continuous noninvasive monitoring of functional oxygen saturation of arterial hemoglobin (SpO2), and pulse rate. The pulse SpO2 oximeter and accessories are indicated for use on adult, pediatric, and neonatal patients during both no motion conditions, and for patients who are well or poorly perfused, in hospitals, hospital-type facilities, or in mobile environments.
Device Story
Portable mechanical ventilator (AEV, EMV+, Eagle II, Z Vent models) providing continuous positive-pressure ventilation; supports AC, SIMV, CPAP, and NPPV modes. Inputs include patient respiratory signals via 6 ft or 12 ft circuits; optional Oxygen Reservoir Kit manages oxygen supply. Operated by skilled clinicians, EMS, or first responders in hospitals, transport, or severe field environments. Software revision 5.25 updates alarm logic to improve patient-ventilator interaction, specifically for COVID-19 patient management. Output includes ventilation delivery and SpO2 monitoring (via integrated Masimo SET technology). Healthcare providers use visual/auditory alarms and monitoring data to adjust ventilation parameters, ensuring patient stability during respiratory failure.
Clinical Evidence
No clinical data provided. Substantial equivalence established via bench testing, software verification, and validation testing.
Technological Characteristics
Portable ventilator; AC/DC/battery powered. Materials compliant with ISO 10993-1, -5, -10. Connectivity: standalone. Software: revision 5.25 (alarm logic update). Standards: EN 794-3, EN 60601-1, EN 60601-1-2, IEC 60601-1-8, IEC 60601-1-12, EN 62304, EN 62366-1, EN ISO 80601-2-61, Mil-Std-810G, Mil-Std-461F, RTCA/DO 160.
Indications for Use
Indicated for infant through adult patients (≥ 5 kg) with acute or chronic respiratory failure or requiring resuscitation. Pulse oximetry indicated for neonatal, pediatric, and adult patients in hospitals or mobile environments, including motion/no-motion and well/poorly perfused conditions.
Regulatory Classification
Identification
A continuous ventilator (respirator) is a device intended to mechanically control or assist patient breathing by delivering a predetermined percentage of oxygen in the breathing gas. Adult, pediatric, and neonatal ventilators are included in this generic type of device.
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December 13, 2024
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Zoll Medical Corporation Jeffrey Churchill Senior Manager, Regulatory Affairs 269 Mill Road Chelmsford, Massachusetts 01824
Re: K233486
Trade/Device Name: 731 Series Ventilator Regulation Number: 21 CFR 868.5895 Regulation Name: Continuous Ventilator Regulatory Class: Class II Product Code: CBK, DQA Dated: December 11, 2024 Received: December 11, 2024
Dear Jeffrey Churchill:
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.
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"
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(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 OS 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 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-reportingcombination-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 Rue"). 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-advicecomprehensive-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-device-safety/medical-device-reportingmdr-how-report-medical-device-problems.
For comprehensive regulatory information about mediation-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).
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Sincerely,
# Ethan L. Nyberg -S
Ethan Nyberg, Ph.D. Assistant Director, Respiratory Devices Team DHT1C: Division of Sleep Disordered Breathing, Respiratory and Anesthesia Devices OHT1: Office of Ophthalmic, Anesthesia, Respiratory, ENT and Dental Devices Office of Product Evaluation and Quality Center for Devices and Radiological Health
Enclosure
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# Indications for Use
Submission Number (if known)
#### K233486
Device Name
731 Series Ventilator
#### Indications for Use (Describe)
#### Ventilation
Each model of the ZOLL 731 Series of Ventilators is indicated for use in the management of infant through adult patients weighing greater than or equal to 5 kg with acute or chronic respiratory failure or during resuscitation by providing continuous positive-pressure ventilation. ZOLL Ventilators are appropriate for use in hospitals, outside the hospital, during transport and in severe environments where they may be exposed to rain, dust, rough handling, and extremes in temperature and humidity. With an appropriate third-party filter in place, they may be operated in environments where chemical and/or biological toxins are present. When marked with an "MRI conditional" label, ZOLL ventilators are suitable for use in an MRI environment with appropriate precautions. ZOLL ventilatiors are intended for use by skilled care providers with knowledge of mechanical ventilation, emergency medical services (EMS) personnel with a basic knowledge of mechanical ventilation, and by first responders under the direction of skilled medical care providers.
# Pulse Oximetry (SpO2)
The ZOLL Ventilator pulse oximeter with Masimo SET technology is intended for use for continuous noninvasive monitoring of functional oxygen saturation of arterial hemoglobin (SpO2), and pulse rate. The pulse SpO2 oximeter and accessories are indicated for use on adult, pediatric, and neonatal patients during both no motion conditions, and for patients who are well or poorly perfused, in hospitals, hospital-type facilities, or in mobile environments.
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)
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Image /page/4/Picture/0 description: The image shows the logo for ZOLL Medical Corporation. The logo is in blue and consists of the word "ZOLL" in large, bold letters. Below the word "ZOLL" is the text "an Asahi Kasei company" in a smaller font.
269 Mill Road Chelmsford, MA 01824
978.421.9655 (main) 978.421.0025 (fax) zoll.com
# 510(K) SUMMARY
#### Sponsor Information:
ZOLL Medical Corporation 269 Mill Road Chelmsford, MA 01824
Contact Person: Jeffrey Churchill Associate Director, Regulatory Affairs Phone: (339) 222-0524 Email: Jeffrey.Churchill(@zoll.com
#### Date of Summary: December 13, 2024
#### Device Name and Classification:
510(k) Number: K233486 Trade/Proprietary Name: 731 Series Ventilator Common Name: Transport Ventilator Classification Name: Continuous Ventilator (21 CFR 868.5895) Product Code: CBK, DQA
#### Predicate Device:
731 Series Ventilators (K162832, cleared 08/02/2017) Regulation Number: 868.5895 Regulatory Class: Class II Product Code: CBK, DQA
#### Device Description:
The ZOLL 731 Series Ventilators family consists of AEV, EMV+, Eagle II and Z Vent models which are small, durable, full-featured portable mechanical ventilators which provide ventilatory support for infants (≥ 5 kg), pediatric and adult patients. 731 Series ventilators are designed to operate in hospitals, prehospital, and field hospital settings. The ventilators can be operated from an AC or DC external power source, or from an integrated battery system, and support the following pressure and volume
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ventilation modes: Assist/Control (AC), Synchronized Intermittent Mandatory Ventilation (SIMV) with or without Pressure Support (PS), Continuous Positive Airway Pressure (CPAP) with or without PS, with and without Noninvasive Positive Pressure ventilation (NPPV) Positive Pressure Ventilation (PPV).
The ventilator can use 6 ft or 12 ft patient circuits to support adult, pediatric, and infant patients. ZOLL provides the following circuit types:
- . Pediatric/Adult, 6 ft and 12 ft, intended for use when delivering tidal volume from 200 ml to Adult.
- . Infant/Pediatric, 6 ft and 12 ft, intended for use when delivering tidal volume from 50 ml to 300 ml.
The optional Oxygen Reservoir Kit can be used for the following purposes:
- Acts as a reservoir, collecting oxygen during the expiratory phase of ventilation.
- Provides an interface to the ventilator and the attachment of the low-flow oxygen supply hose. ●
- Provides an inlet in the event the low-flow oxygen supply fails, or the tidal volume is greater than the supplied oxygen.
#### Indications for Use:
#### Ventilation
Each model of the ZOLL 731 Series of ventilators is indicated for use in the management of infant through adult patients weighing greater than or equal to 5 kg with acute or chronic respiratory failure or during resuscitation by providing continuous positive-pressure ventilation. ZOLL ventilators are appropriate for use in hospitals, outside the hospital, during transport and in severe environments where they may be exposed to rain, dust, rough handling, and extremes in temperature and humidity. With an appropriate third-party filter in place, they may be operated in environments where chemical and/or biological toxins are present. When marked with an "MRI conditional" label, ZOLL ventilators are suitable for use in an MRI environment with appropriate precautions. ZOLL ventilators are intended for use by skilled care providers with knowledge of mechanical ventilation, emergency medical services (EMS) personnel with a basic knowledge of mechanical ventilation, and by first responders under the direction of skilled medical care providers.
#### Pulse Oximetry (SpO2)
The ZOLL ventilator pulse oximeter with Masimo SET technology is intended for use for continuous noninvasive monitoring of functional oxygen saturation of arterial hemoglobin (SpO2), and pulse rate. The pulse SpO2 oximeter and accessories are indicated for use on adult, pediatric, and neonatal patients during both no motion and motion conditions, and for patients who are well or poorly perfused, in hospitals, hospital-type facilities, or in mobile environments.
#### Comparison of Technological Characteristics:
The 731 Series Ventilator has been in the field for over 10 years. After the recent deployment and use of the ventilators with COVID-19 patients, care providers have identified specific areas for potential
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improvement. Evolution in the standard of care has changed the level of patient sedation and patient management needs has motivated a comprehensive review of the pneumatic alarm system. This review focused on the patient-ventilator interaction which impacts alarm detection and the ventilator response to the alarm condition. As part of the current submission, ZOLL plans to update the ventilator software to revision 5.25 to improve the alarm logic specifically to target better functionality with COVID-19 patients.
The principles of operation are identical between the predicate ZOLL 731 Series Ventilator (K162832) and the proposed device. The indications for use remain the same from the proposed ZOLL 731 Series Ventilator. The technological difference between the predicate device (K162832) and the proposed device is the introduction of software revision 5.25, which updates the ventilator alarm logic. Changes to the alarm logic were originally released under the FDA Enforcement Policy for Ventilators and Accessories and Other Respiratory Devices During the Coronavirus Disease 2019 (COVID-19) Public Health Emergency as software revision 5.24, followed by intended commercialized software revision 5.25.
Under software revision 5.25, substantial equivalence has been determined to the predicate device, cleared under K162832. The following have been evaluated for substantial equivalence:
- . Alarm System
- . Functions and Features
- Indications for Use ●
- Intended Use ●
- Labeling .
- Pulse Oximeter Specifications ●
- Ventilator Specifications ●
## Substantial Equivalence - Non-Clinical Evidence:
The following performance data were provided in support of substantial equivalence determination:
## Software Verification and Validation Testing
Software verification and validation testing were conducted, and documentation was provided as recommended by FDA's Guidance for Industry and FDA Staff, Guidance for the Content of Premarket Submission for Software Contained Medical Devices, issued June 14, 2023. Extensive testing in the form of the software verification and system level validation ensured that the 731 Series Ventilators performs as well as the indicated predicate devices and met all its functional requirements and performance specifications.
## Safety Testing per International Standards
The device was determined to be compliant with the following internationally recognized test standards as seen below in Table 1:
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| FDA Consensus # | Standard Designation | Year |
|-----------------|----------------------|-----------------------------------|
| NR | EN 794-3 | 1998/A2:2009 |
| 5-134 | EN ISO 15223-1 | 2021 |
| 15-135 | ISO 20417 | 2021 |
| 19-4 | EN 60601-1 | 2006/A1:2013 |
| 19-8 | EN 60601-1-2 | 2014 |
| 5-132 | EN 60601-1-6 | 2020 |
| 5-76 | IEC 60601-1-8 | 2012 |
| 19-15 | IEC 60601-1-12 | 2015 |
| 13-79 | EN 62304 | 2006/A1:2016 |
| 5-129 | EN 62366-1 | 2015+A1:2020 |
| 2-258 | EN ISO 10993-1 | 2018 |
| 2-245 | ISO 10993-5 | 2009 |
| 2-174 | ISO 10993-10 | 2010 |
| 1-139 | EN ISO 80601-2-61 | 2017 |
| NR | EN ISO 13485 | 2016 |
| 5-125 | EN ISO 14971 | 2019 |
| 1-103 | ISO 5367 | 2014 |
| NR | Mil-Std-810G | 1/2000 with change C3<br>(5/2003) |
| NR | Mil-Std-461F | 12/2007 |
| NR | RTCA/DO 160 | 2010 |
| 19-33 | IEC 62133-2 | 2017 |
| NR | EN 1789 | 2007+A2:2014 |
| 19-45 | AIM 7351731 | Rev. 3.00 2021-06-04 |
Table 1: 731 Series Ventilator Compliance Standards
#### Usability Testing
No usability validation is included in this plan. The user interface remains unchanged. There is no change in instructions on how to set alarms limits. There are no changes to alarm system audio annunciation, LED response and LCD indication (use of alarm message center, icon area and alarm flashing parameters).
#### Electrical Safety and electromagnetic compatibility (EMC)
The 731 Series Ventilator has been tested to meet applicable testing standards listed in Table 1.
#### Substantial Equivalence -Clinical Evidence:
Clinical evidence was not necessary to show substantial equivalence.
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#### Conclusion:
As part of the change control process, the subject device has undergone the appropriate verification and validation testing, all of which confirms that the device meets its design, performance, and safety specifications. The information presented herein provides reasonable assurance of safety and effectiveness while following the least burdensome approach as defined in FDA's Guidance - The Least Burdensome Provisions: Concept and Principles published February 9, 2019. Performance data demonstrates that the features and functions of the subject device are substantially equivalent to those of the predicate device.
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.